{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-09-08T08:16:50.230833Z",
     "start_time": "2025-09-08T08:16:50.226985Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day11/file/'"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 雷达图",
   "id": "85cee2e713c56e1"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 案例一",
   "id": "db91b0ff8f2480fb"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T08:27:17.165320Z",
     "start_time": "2025-09-08T08:27:17.065611Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 角度\n",
    "angle = np.array([0.25, 0.5, 0.75, 1, 1.25, 1.5, 1.75, 2, 2.5])\n",
    "# 极轴上的数据\n",
    "axis = [20, 40, 60, 80, 160, 80, 140, 160, 20]\n",
    "\n",
    "plt.polar(angle * np.pi, axis, '-')\n",
    "\n",
    "# 填充\n",
    "plt.fill(angle * np.pi, axis, color='red', alpha=0.5)\n",
    "\n",
    "plt.ylim(0, 180)\n",
    "\n",
    "plt.show()"
   ],
   "id": "9f1c8f47ca579e60",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 案例二",
   "id": "565eb5e604b34fc9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T09:27:44.385452Z",
     "start_time": "2025-09-08T09:27:44.302231Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '雷达图.xlsx', index_col='姓名')\n",
    "\n",
    "# 分别获取聂茹凤和谭鑫宇的各科成绩\n",
    "flag1 = \"姓名 == '聂茹凤'\"\n",
    "flag2 = \"姓名 == '谭鑫宇'\"\n",
    "\n",
    "nie_scores = data.query(flag1)['分数']\n",
    "tan_scores = data.query(flag2)['分数']\n",
    "# print(nie_scores)\n",
    "\n",
    "# 科目\n",
    "subject = data.query(flag1)['科目']\n",
    "\n",
    "# 弧度\n",
    "radian = np.linspace(0, 2 * np.pi, len(subject), endpoint=False)\n",
    "\n",
    "nie = np.concatenate((nie_scores,[nie_scores.iloc[0]])) # [75,40,79,91,55,86,75]\n",
    "tan = np.concatenate((tan_scores,[tan_scores.iloc[0]]))\n",
    "r = np.concatenate((radian,[radian[0]]))\n",
    "# s = np.concatenate((subject,[subject[0]]))\n",
    "print(nie)\n",
    "print(tan)\n",
    "print(r)\n",
    "# print(s)\n",
    "\n",
    "# 画图\n",
    "canvas = plt.figure()\n",
    "s1 = canvas.add_subplot(111, polar=True)  # polar=True 请使用极坐标系\n",
    "s1.plot(r, nie, '-') # 聂茹凤\n",
    "s1.plot(r,tan,'-') # 谭鑫宇\n",
    "\n",
    "s1.fill(r,nie,'red',alpha=0.2)\n",
    "s1.fill(r,tan,'green',alpha=0.2)\n",
    "\n",
    "\n",
    "# 显示科目，需要将弧度替换成角度\n",
    "s1.set_thetagrids(radian*180/np.pi,subject)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ],
   "id": "5bb991ee14fec070",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[75 40 79 91 55 86 32 75]\n",
      "[57 68 36 89 70 24 60 57]\n",
      "[0.         0.8975979  1.7951958  2.6927937  3.5903916  4.48798951\n",
      " 5.38558741 0.        ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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jOsAJgjCrbC1kbhIGtC7kaM3KBEFA0zR0XUfTtJp1l39gNnbvgJu+jvPskwhv+gPEq97a6SV3HYIgoKpq7URgfIDzy3JHE63K1kLmBmFA6yL8M8lcLnfUZGWSJKHrOrquo6oqlmXVDry+/6RbLOD+5Ae4d/8EnLE+mPCO9yNeHPYkpsMPcP5rLAhCLbiVy+WjIsMVBIF0Oh2OIDoKCANal+BLwkdGRub9WbQsy0QikZrYwTCM2gF2vHDDdRzch+7GveVbkMsAIB67Fm3BYkqPbwZBQPjjjyK+Jpw9VS++yETX9Zq4plwuUyqV5n1pMhaLkUwmgfabHYd0hlDl2AW4rothGIyMjMzbg4ooikQiESKRCIqiUC6XyeVyVCqVSbME9+VtON//Krz6EgBCuh/5wquRVq5Bj0RwbZvykw/gXv8F3EgUYcOZQT+lOYllWeTzefL5PKIoout6zdm+UqlQKpXmbeZWKBQwDIOenp62uoyEdI4wQ+sg812OLwgCuq4TjUZRVbUmoZ/ugOmODuH+6Fu4j9zjXaBqyGddgnTK2QiSd/6lKArRWJRDP7wO57dPg6IifuSfEVafHNRTm3f4JxzRaBRJkmpZ23ysFowvQYaCkflFGNA6hO8+MTIyMudnlR2OoijEYjF0Xce2bYrF4owlLdc0cX91O+5Pb4RKGRCQTj4N+ZzXIkTjE68sCPT39TE4MIDx0+/i7HwRIjHEv/5XhBXHt/fJHQX4JeFIJFKbcl4sFju+j6/VRKNRUqkUEJYg5wthQOsA87HEKAgCkUiEWCyGJEmUSiUKhcKMKk3XdeGpx3BuvB4OHfDua/FylAtfj7jomClvl+7poZDPY5SKGLd/E3ffTkikED/2WYRFoSFsq9A0jWg0iq7rVCqVWoY9X5Blmd7e3rAEOU8IA1qA+OWNfD4/ra3OXEKSJGKxGNFoFNu2KRQKlEqlunow7v7dOD/4Gjy/xbsglkA590rEtRsRBHHa28bjcRzHoVgs4lbKGLdej3toP/QtRPzbzyD0hj56rUQURaLRKLFYDNd1KRaLFAqFedFrEwSBhQsXhtL+eUAY0ALCf5nnizu+oijE43F0XadcLtca7vXgFvO4P/4h7q+rMnxJQjr1POQzL0JQ6zOE9feqZTKZ2n0aP/oa7uggLFmO+DefRkgkm35+IVOj6zqxWAxFUWqBbS6XI5PJJJqmUalUiMfjYV9tDhMGtADw+2XDw8Nz3mBWVVXi8TiqqlIsFsnn83WXTV3Hxn3wbtxbvz0mwz/uROTzr0JM9zW0DkmS6OnpYXBwcOz+c6NUbv4q5LOwchXiX///EPRoQ/cbUj+yLJNIJNB1nVKpRD6fn3NGAJFIhFQqxaFDh7Btm0gkQjqdBsK+2lwkDGhtxnVdTNNkeHh4TvfLdF0nHo8jyzKFQoFCodDQ83Ffeh7n+9fBrpcBEHoWIF9wNdLK1U2vqa+vj0wmM+Eg6gwfwvjRdVAuwtoNiH/xTwiK2vRjhMyMJEnE43Gi0Sjlcpl8Pj8nTtxkWaa/v/+IvZ+KotDb2xuWIOcgYUBrM8VikdHR0U4vo2l0XSeRSCCKIvl83utZNfCRcUeGcH90A+6jm70LVA35NZcibTwbQZJmtbZkMolhmpQPK+E6A3sxbvk6mBU4dRPi+/9u1o8VMjOiKNYCm2EY5HK5rg1sgiCwYMGCWpXhcERRpLe3F0VRwqA2hwgDWhvwa/DZbHbO7i9TVZVkMokkSeRyOYrFYkO3d00D95e34f785nEy/NORz7niSBl+k0QiEWRZntQmzN7zCuYd3wLbQjjnUoT3fBhBnF5oEtIaBEEgHo8Ti8WoVCpks9mu67H19fXVts1MR09PT80yLKT7CQNai/Ffzkwm03AQ6AZkWSaZTKKqKvl8vmElm+u6sPVRnJu+PibDX7IC5cJrEBdOLcNvaq2KQjKRYHh4eNLf26+8gPmz74PrIFz2BoTf++PwwBQgoiiSSCSIRqMUi0VyuVxXlN39vt/g4GBdn+1UKjWrSekhwREGtBbiv5QjIyNzbq+OJEm1L7p/8Gn0o+Hu24Xzw6/B81u9C2IJlPOuRFxzSnsCSXWD9XT9SXvbFsy7fuRd/drfR3z921u/jpBpkSSppiQsFArk8/mOyf11XSedTtdEIPUSj8dJJpOhArLLCQNai/DNhYeHh+eU88f48lCpVGrqLNot5nHv+D7uPT8FxwFRQjr9fOQzLqxbht8s6XR6Rosm66mHse77KQDC/3kf4qWvb+uaQiZHURSSyWStTBx0BWMqEUi9hM4i3U8Y0FqAL8sfGhqaU7JlXddJJpM4jsPo6GjDa3cdG/eBu3Bv/Y4nlQfE40/yZPip3nYs+QhisVhts/p0WI/+GuuxXwMgvPevEM++OIDVhUyGpmmkUikcxyGTyQQiHJlJBFIvuq7T09NTu8+Q7iIMaLPEdV1s22ZoaKjrGt9TIUkSqVQKRVHIZrNNbfR2tz+P84Ovwq5XgKoM/8JrkFasavVyp0VVVaKxGKMzNPdd18W6/2fYTz0Mooj4gb9HOOU1Aa0yZDISiUStMpDNZttahuzt7a2NZ5otqqrS29uLIAhhUOsywoA2C/zJ0kNDQ13R7J4Jv7wYj8cpFArN9cmGBz0Z/mP3eReoOvKmS5E2bOqINF4QBPr6+hgcGoIZnovrOph33YLz4lbPof8vPomwdn0wCw2ZlPEnV+0qQzYqAqkHv3wZBrXuIgxoTeJvmB4aGpoTfnaqqpJOp5svL5oG7i9u9WT4RgUQkNad4cnwI51VgPX09JDL57HqKF25to358+/j7NgGegTxr/8NYeUJAawyZDr8MqRt24yOjras2uGLQAYHB1veDpBlmb6+vnADdhcRBrQmmEvBTBCEmnQ6l8tRKBQaur3rurDlEc8Nf2jAu88lKzw3/IXd4WofTySwLavu0qlrmZh3fAtn7w7Pof9vP42weFmbVxkyE4IgkEwmiUQiTX1WD8fPokZHR9umOg6DWncRBrQGmUvBzM/Kmj3rdffuwvnhdfDCU94FsSTK+Vcirt7YVV9eXddRVbWhCQauUca49eu4A/ugt98bO9O7oI2rDKmX2X5uYUwE4it324kkSfT394dBrQsIA1oDzJVgNuusrJDHveN7uPf+zJPhS/KYDL8LfRElSSKdTjM0NNTQ7dxSwXPoHzkEi4/xxs4kUm1aZUgjjM/Wstlsw7213l5PZTvVpvtWEwa17iAMaHUyV4KZoij09PQ0dXbrOjbu/Xfh3vZtyHtnteLxJyOf/7rAZPjN0tfX11wWmhul8qPrPPf/FSd4U68joUN/tzA+W6t3IG4ikSASiXDo0KFAv6uhUKTzhAGtDnw1YytVUu0gFouRSCTI5/MN77Vxf/ucJ8PfvQMAoXehJ8NfPjcEE6lUikql0lSvxBkZ9Bz6SwVYs95z6G/zhvCQ+hEEgVQqhaZpjI6OTrspup0ikHoIg1pnCQPaDPj7zAYHB7tWmi8IAul0GlVVGRkZacipxB0+hHvzDbiP3+9doOnImy5D2vAaBHHuONRHo1FESSLfZL/EObQP45brPQXnKa/xHPplucWrDJkN/uwyf8vJ4QQhAqkHRVHo6+sLg1oHCAPaNPgOIIODg127adovMVqWxcjISN0ZpGtUcH95K+7PbgbTAASk9Wcin315x2X4zeBP0J7Nxlln7w6M27/pOfSffTHCH/5l6NDfZciyTE9PT80p3z/JDFIEUg+aptX6eGFQC44woE2B783YqdJFPfibpBsRfriuC08+7Lnh+zL8pSs9Gf6CJe1cbnupGhXPtsdp73gR82ffBcdBuPT1CG//k/CA1GWMF4z4voxBi0DqQdf12rpCgiEMaJPgvyRDQ0NdaTTslxgVRWFkZKRuLzx3z06cH1wHLz7jXRBPopx3FeLq9fPioJ3u6aFYKMz6PbNffArzlzcDLsIb3o74xt9vzQJDWopfgjQMA1mWAxeB1EMsFqsZGoe0n7BJMAWN9qKCQpIkent7a6XQevp6biGHe/t3ce+9E9zul+E3i2WaKIoy6/dNWnsKbqWEtfknuD/+AU40jnj5G1u0ypBWUSqVaoKRZtzzg6BQKNTmwoW0nzCgTUImk+nKeWaqqtLT00O5XCaTycx4fdexce/7Be5t34VCVYZ/wjpPhp/safdyA8c0TSKRSEvuS954NlRKWI/cjfvDr3lB7dxLW3LfIa3BH0Y7OjpKNBqlv7+f4eHhrut353I5RFEkGo3Oi0pINxMGtMPoxJymeohGoySTybo3mbovPuvJ8PfsBEDoW4R8wdVzRobfDKZptvRMWDrzYtxyCXvrQ7jf/C/caBTh1LNbdv8hzSMIAj09PRQKBUqlEqVSiVQqVZt31m3VlUwmgyRJaJoWBrU2EvbQqriuS7lcbsl4iVaTTCaJRqN1DQ91hw7h3vwN3Cce8C7QIlUZ/llzSobfLL29vWRzubqMiuvBdR2su2/FfmELyIq3R+3EjS2575Dm6enpQRCEI0Qg/olfJpNpaixSO/GVmJIkhUGtTYQBje7eON3T04MsyzOWUtxKBfcXt+De+SNPhi8ISOvPQt502ZyU4TdLIpHAasCoeEYEAcF1MH72feyXnwc9gvZ3n0U8bk3toDT+M+P/23Gcrit9zRfi8TjRaHRKEYg/r6wZg4F2I0kSCxYsCPeotYmjPqD58vxDhw511QFIEITaEMHppOiu68JvHsS56RswfMi77dJjUS68Zm7L8JtEj0RQZHnmvUiCgCgIiJKEJIoIojjp36IoepvrjQpD3/tfjB0vIiRS9H36/0Nedmz1roQj/vZ/bNuuBbfD/x7/75D60DSNnp6eGbfT+C749fabg0RV1drG65DWclQHtG6V54uiSF9fX82/bspgtmcHzg++Nk6Gn0I5/3WIq+aHDL8ZfKHAhFKUICDLcu1Hqf7tu8D4fzuOM+mP//q7RqXq0L8X0n2If/dZhL6FU65FFEUkSar9Pf7f4/8Gr/93+E/IRPzspl4nEF8R7JsOdBOhnL89HNUBDWB0dLSrRCCSJNHX14dhGIyOjk56HTefxb39e7ibx8nwz7gA+fQL5pUMvymqG6yLxSKiJNWCl23bmKaJZVm1n2Y++m6piHHL13CHB2DhUsSPfRphlopRSZJQFAVFUVBVFUVREAQBy7IwDCMMcnhZb39/P5VKpaExQaIo0tvbi+u6DA8Pd1VLIZVKhcrHFnPUBjTXdSkUCg19OdqNoij09vZSLBYnLZm5to17352eDL/o9QbEVetQznvdrA+qcxlFUdA0DUVRapmXZVlUKpVZBa+pcPNZKjd/FXKjsPw4b+p1tLV9yvFBzg90giBgmmbNhPloCnA9PT2IotjwiCAYU0RKksTQ0FBXebL29/fXTmBCZs9RGdBc18UwjKa+HO3CNzSdysbK3fa05/Kx91WgKsO/8BqkZccHvdSOIwgCqqrWfhzHqR3oLcuqnfW2UxDgjA55Dv3FPKw+GfEvPoWgtdehX5IkVFVF0zR0Xa8pc8vlMoZhdFX20UpmEoHUi2/g3U1G46IosmDBgnCOWos46gKaLwIZGBjomg+1r8qabI+ZOzTg+S7+5iHvAj2CvOlypPVnHhUyfB//YO6X5PwMzDCMI0QVqqoSjcUYbXPfxDm0v+rQX4YNZyJ+4O8DdehXVRVd19F1HUmSaplbuVzums/2bKlXBFIv/hiabgpqoUikdRyVAW14eLhrrHKmCmZupYJ7549wf3HLOBn+a6oy/KNjAKUsy2iahqqqSJKEYRgYhkGlUpn2TF0QBPr6+hgcGoI2f7ydfTs9h37LRHjNhQjv/auOOPTLsoyu67XXyzRNyuUypVJpzqoofRFIq/eU+UFtaGioa16beDxOIpEIg9osOaoCmuu65PP5rhgvAWPBbPwX1nVd3CcewL35GzA8CIB4zHHIF16D2L+4k8sNBkFAr5bUJEmiYhgYlQqGaTYUnHp6esjn84H0meydv8X86Xc8h/6Lr0b4/T/t6IFJFEU0TSMSiaBpGpVKhWKx2JV2blPRrAikXroxU+vr66v1SkOa46gJaK7rYpomg4ODnV4KMNYzG5+Zubt3eHZVv33Ou1IihXL+VYgnrJv3H/LxGYZt217prFJpOsOKJxI4th2YgtX+7dOYv7gJcBGu+V3EN70zkMedCd9D0O8rFotFisVi12QmUzEbEUi9dFtQE0WRhQsXhpuuZ8FREdC6rW92eDBzc1nc27+De98vPRm+rCCfcQHS6RcgyEqnl9tWVFUlGo3WekCtKpH5wTHITbXWM49h3XsHAMLv/BHia98U2GPXg6ZpRKNRdF2nXC5TaMGonXbgi0CCCDT+GKZuUT+G/bTZcVQENPA2T3dD30ySJPr7+z1bnmwW996f497xXSh6ykZx1XqU81+HkEh3dqFtRBAEdF0nEongui6lqpChlf0uSZJIp9OBK1mtJzZjPXwXAMJ7Pox43uWBPn49SJJENBolFoth2zb5fL5rfA99EcjQ0FBg2xLGS/q74XCYSCSIx+NhUGuCeR/Qumm/mSiK9Pf3e3Y8j96P88Ovjcnw+xd7dlXHHNfhVbYRQSAaiRCJRLAsi2Kx2NaDVl9fH5lMJtCJ467rYj34C+wtD4AgIr7/YwinnxPY4zeCIAhEIhFisRiiKHZ80kS7RCD10NfXVxOMdQPh/rTmmNcBzbc0GhgY6PRSak3u8t5djF7/RXjyYe8XegT57CuQ1p3ZEXVcUOiRCLFoFMuyKBQKgQSZZDKJYZqUAz44uq6L9evbsJ//Dcgy4of/CeGkUwJdQ6Poul5T2WWz2UAFJJbj8vyhEmuOWcjCqNiRk09fGWtZ1pQOPUEiSRILF3q2amFQq595H9AGBwe7wlGhNxalcMu3Kd72PbBMEESkDa9B3nQpgj5/ZfiaphGLxXAch0KhEOh7EYlEkOsxKm4DruNg3vlDnJefA01H/Kt/QTh+beDraJRoNEoikcC2bbLZbNt6bK7r8tuhMvfuyPDAqzmyFZueiMJ11x6PInXmAD6+gtINFZ1oNEo6ne70MuYU8zagdYtE33VdYs8/SeHb/w9nyMsUxWXHezL8vkUdXVs78Tc3C9Ax8YGsKCQTiY6VkVzbwvzxt3F2vwyxBOLffBrhmBUdWUujxONx4vE4pmmSzWZbdiKyN2uweWeGzTuyHMgfeZ//dvkK1i3q3Ane+B73ZI49QRNK+RtjXgY038vv0KFDnV3HrpcRb/oG1ranvQsS6aoM/+R5+wGVFYV4tSfT8b1PVaPiTjb7XaOCcds3cA/ugXQv4t9+BmHB3NhPKAgC8XicWCxW2w/WjAJ1tGzxwKtZ7t2RZfvQ2OdBlVzWLYbzVkfZ/GKRZ/YLvG1dH39w6oJWPo2GkWWZ/v7+ul3920lYemyMeRvQOllqdHMZ3Nu+g3v/Lz3lnqwgn3Eh0unnz1sZviiKxONxFEWhWCxSarFqsVnS6TTFYrGj8nS3XMS45XrcoYOwYDHixz6LkJo7ZtKiKJJIJIhGoxSLRbLZ7IwnCGXL4dHdOTbvzLJlfwGnenVRcDmhz+WUJQ7rFsPC/jSFQoFHXja55TmZVb06/3nVse1/UjPQasut2RCWHutn3gW0TpYaXcvC3fxz3Du+V5Phy2tPQTrninktw9d1vXYWXygUukL67BOLeS74nS4fufksxo+uw82OwLJjPYf+WLyja2oUWZZJpVLIsszo6OgR22Bsx+WpAwU278jyyJ4cZWvsc7As6bBxicOGxQ5xzcs20uk0pml639cK/PtmFQH41ltXkdSD88SciiD3w81EWHqsj3kV0DpZanSf3+q54e/fDYC8aBn6pW/E6l8a+FqCwj9zF0WRXD6P1QXim8PxN253g3LNyQxh3Fx16D/hRMSP/DOCpnd6WQ0TjUZJJpOUSiUymQzbh0ps3pnl/p1ZRstjJcmeiJeJnbLEpv+w6TqJRAJREsmMjm18/5+HZA7mRf76vKVccGwyqKczLel0GlmWO+4wFJYe62NeBTSAQ4cOBVpqdA8dwLnx67D1Ee8CPUry0jeibHgNhS4aHNpqxmdl+UKhK8qLkxGkUXE9OIMHMG75GlTKsO40xD//v3OyDH2oaPPI/gp3vXiIV0fGtkVEFZcNix1OWeKwLOUy2bE3EokQiUa8aezO2Hty54sSD74qcdnxKT58zpIgnsaM+J8f0zQDdZ2ZjFgsRjKZDAPaNMybgOa6LsViMbAPnVsu4f78R7i/vHVMhr9xE6lL34gaT3RFRtAO5kJWdji9vb1kc7muWauzfxfGbd/wHPrPPB/hTz46J0YBZSs2D76aZfPOLC8cGgtiigTrl4isW2Cwqs9BmmY7paIoJFNJMqNHbnh/aUjgm79R6IvIXP/mE7rmwO3PLOsG5eOCBQuQZblrXptuo/OF6hbgezUG0TdzXRf3sftwb74BRj1bJV+GH112LHrEO/Ocj4zPyjLZbFdkPPVgmiaKLHdNQBOXrEC5+vcxf/Id3CcegGgM3vmBrjxIVSyHx/fm2bwzy5P78ljVVpKAy/G9VXHHEljQm0AUI96EA2Py11mURBLJBIX85BvrV6ZdZNFlqGSxO2uwItXegan14jgOw8PDtUytkwKjTCZDf39/xx6/22lJQDMMA1mWETvkdCEIAplMpu2NW/fVlz03/Jde8B432YN8/lWIx5+EoijEolEydSjA5hrjs7JMNts1gaFeTMtCVZSu8SsEkFauhtf+DuadP8S97xcQSyC85V2dXhbgiTueGyhy744sD+3KUbLGvldLEl45ccNih+S49l9mNIOu6ySTSSrlycVByUQSo2JMKYVXJDi2x+WlIYEt+wpdE9DAOynK5XL09PQwMDDQse+4YRgUi0UikUhXngB1mqYC2le+8hVisRjvfKc3IuOXv/wljz76KJ/61KdmDGr3338/X/nKV0ilUrUPfTweJ5/Pc8UVV9Tus158IUg7Pejc7Kgnw3/grjEZ/pkXIZ12ntf/EAQSiQTFYnHOHexnQlYUUsnknMvKxmOZJrFo97mxSKvX41ZKWPfcjvvzm3FiccQr39KRtbiuy87RCvfu8MQdQ6WxDCqtu2xc4qkUF8Wnfv/L5TKGaZBIJEin02SyGRzbC4aJRAKAfD4/7TpW9Tm8NCSydX+Ba0/qbcEzax2FQgFVVenp6emo52M2m0XXvbOJMKhNpKGA9uyzz9ZculVVrV1+zz338Na3vvWIYHb99dfzwAMP1C4vl8v82Z/9GevXr+fv/u7vuPHGGzFNk3e84x1897vfRW5ifL0gCG3rV7mWhXvvT3Hv+AGUqm74azainHclQjxVu14iHse27a7KAFqB77+Yz+e7YlJBs/jlLUmSum4OmLz+LKiUsR76Be7NN+BE44gXvDawxz9UMLlvZ5bNO7K8mhl7jyOyy7qquGNF2kWs87jp2A6Z0QyxeIyenh6ymSySJKGoSl2l+FV9XsB8dqCIYTuo0zXkOsDo6CgLFiwgFot1rJ/mOA65XI5ksjuUoN1EQxHkjjvu4Nxzz62dFViWxRNPPMHw8DDXXXcdN9xwA+VymUgkwujoKJ/73Of4wz/8Q/75n/+Zt7/97Zxwwgk88cQTU95/o2cbvhCkHapG97ktnht+VYYvLFjiueEvPXbC9XRdR1Hq+7LOJeLxOKqqBu5W3y4sy0JRlK4LaADyGRfglovYT96P++3/xY3GEM44r22PlzdsHtqVY/OODM8OjJ2ESYLL2gUupyy1WdPvIs8ilvh9slQqhYtLZjQzQdE4FQvjLgnNJVeB5wdKnLokNuNtgsR1XUZGRujr68MwjI6ZNxQKBaLRaCgQOYyGAtqBAwe48cYba2cmL7zwAgcPHuRv/uZv+NGPfsSb3vQmbr75Zt7whjfw+c9/nlQqNSFr88chvPDCC3z0ox8lk8ngui5PPvkko6OjXHnllXWvpV1CEHdgP85NX4etj3oX6FHkc65AOvmMI9zwJUkiFovNq76ZIAg1afDIyMi8eV6maSIrCnTYymgq5HNfC5US9nNP4Fz3n4iRKMLJp7Xs/k3b4Yl9BTbvyPD43gLWuOByXI9XTly3yCHSwh0EhmHguE5t/t1M5UYAQfDKjlv2SWzdX+i6gAbUNoP39PRw6NChjn1HQoHIkdQd0A4dOkSlUuErX/kK3/3ud1EUhZNOOomHH36YE044gVdeeYXjjz+egYEB4vE4lmWhqqo3kdl1a81M13U56aSTJi05Nkoul2uZEMQtl3B/dhPuXbeBZXky/FPORn7NJQhaZNLbJKqbS+dL30ySJJLJJKZleQefeRLMwDsIxbXuERkcjiAIyBe/EbdSxnnpWZwv/5vn0H/CiU3fp+O6vDDgbXp+YFeWgjH2XVkY98qJGxc7pCf/eM+aVDKFUTEoFAukkilS6ZRnmzVDpraqz2XLPth6oPPmwFORz+dRVZVUKtWxLTqGYVAqldB1PczSqtQd0AYHB7niiismXLZhwwY2bNjAr371K9atW4csy4yMjJBKpVAUhXvuuYfvfOc72LbNZz7zGdauXXvEfYyn3uDkum5tHMlscV0X99F7cX/0TRj1Gr3i8hM8N/zehVPeLhqNQrXkOR9QVbUmbJlvvUDwlI6SJCEIQtdmnYIoorz2bZhGGWfXSzj/9c+If/NvCMuObeh+dmUqbN6RZfOODIeKY+XipOaJO05Z4rA40d7XIB73bL38rCyTyRCPx0mn057JsTV16feEPgcBlx0jFUZKFj2R7txdNDo6ysKFC9F1vWMmxuMFIiENBLSTTjqJk046CfD6Ea+88gr//u//znve8x5++MMf8rGPfYxt27axZMmSWonh6quv5uqrr+aTn/wkb3/72znxxBN56KGH2L59Ox/84AdrKseHHnoIwzC4/PL6xtX7Qwhni7tzu2dX9fI2736TPcgXXI143InTnvHIslzrE84HotEokUikpWNCug7XxbJtFEXp6D6imRAkGeXq3/cc+g/sxvniP3lmxjM49A8VTe6vOtrvGBkTd2iyy7pFDqcsdji2t35xx2zQdR1VUyf0lf32QCQaIZ1Ok8vlMCqTvw8xFZYkXfZlBbbuL3DJ8alJr9dpHMchk8mQSqWoVCodOVGybZtisUg0Gg2zNBoIaDt37uTGG29k586dlMtlTjjhBC677DL+/d//nU2bNrFq1Sq++MUvcs4551AsFieoIMdz7rnncu655wJMKDnWiy/Tn00W4WZHcW/9Nu6Dv/LKaorqueH7MvwZiFczmW4UGDRKIpGomc3Oh+czHZZpdn1AAxAUFfUN78K45Wu4QwdxPv8JxI99BiHdN+F6RdPm4V2eo/3TB4r4h1NRcFnT73LKEpu1C1yUAE1IFEUhFo+RzUxeWiwVS1iWRTKZpCgVKRUn/x6v6nPZl6WrAxpQK/l1svSYy+W8ilFI/QFtyZIlrF+/ng984APcfvvtKIrCaaedRrlcZtOmTWzfvp1nn32WP/qjP2L37t1oh/UrhoaGuOmmm3Bdl/vuuw9BEGrliEce8XwQ16xZw4c+9KFp1zGb7My1TNxf/xT3Jz+AklcqFNeegnLulQjx+iSwfqlxPpTlEokEUjWYdWsZrpWYpjlnyjOCHkG99j2eQ//gQZwvfhLxb/4NOxJny74C9+7M8NiePIY99r6tSHvlxPWLHKKTn0+2d82iUHMCmS7TNw2T0dFRUikvUE0W1Fb1Ody3Q2LLgQKO6yJ2cfaRyWQ6Wnp0HId8Pk88Hj/qs7S6A5qmaVx99dUTLhNFkfPOO4/9+/fz+c9/nve9730kk0kKhQKRSIRyucxjjz3G3r17ueGGG7jkkkt44xvfyNve9jZEUZyQobmuO2OG4Loupmk2tSfKffY3ngz/wF4AhIVLUS58PeKS+icIz6dSYzKZRBRF77kcBcEMvIDmb/CdCwixBMq176Hyo+v4bc5l87fv4sG+9eTGiTv6o57M/pTFDj0dPklPJVOYhlnXQd227Fq5ThAEioWJvejlaRdVcsmUbXaOVDi+t3tPRMaXHg3D6MiomXw+XxuVdDQHtaa6raZpIkkShmFw5513ctttt/EHf/AH9Pf3s3nzZh544AGWLFnCfffdx+23387/+T//hwsvvHDajdOCIMy4sbqZ7Mwd2Oe54T/1mHdBJObJ8E86/QgZ/kzMi1KjIJCqyvJHM5mjJpiBd+BxHAdZlufE3ro9FbinvIB7zv44B+zqd8NwiKtVR/ulDksTkzvaB40vAmlkG41t2YyOjpJOpxEEgUJ+TOQli3Bcj8uLg14frZsDGoyVHpPJZEdOeP0e5dG+2bqpgFYqlRBFEUVREEWRj3/846xevZqdO3fy8MMPs3btWl73utehKAoXX3xxrZ+2c+dO/vVf/7X2//GiEPDEJn/xF3/BySeffMRjuq5LpVKpu//hlou4P70J91e3ezJ8UUTaOL0MfzoikcjcLzVWgxlw1AUzH38/WrcGtBET7suI3DMq8tvS2AmXis3ZA09x8f7fsGKpxv4Lfxc65J16OJOJQOrFsZ1a+VGICxP2qq3qd3hxUGTL/gJvWdc3zb10B37pUVXVjvRpC4UC8XgcURSP2iwt0PExjuNgV5Vmk2HbNoIgTOkHWc+sM9dxcB+5F/eWb0GmKsNfsRr5gqumleFPhyiK9PT0zHnXDL9nMVc9GVtBJBJBluWOTDSfirIDD2dEfj0qsiUv4OAdjERcVkfynJrIcHI0S3r/Xo65625Ex2HkzDPY9+Y30en0TJZlb39ZZnYKWVESayU7P1MbLMCXHlSRRYHv/s5q9NlYlwRELBYjGo12ZMgweD1+v4x7NBLoBg9RFKc1L5akyeVY/sbsGYPZju2eG/4rLwIgpHo9Gf6xa2f1BsdiMSqGMaeDWfIoLTMejmlZXrbdYWwXtuQF7hkVeTgrUnbGPp/LtSKnxjNsjGeIS2Pl7eIxS9l/8YUsvWczPU/8BjsS4eDrruxYUBNEgWQqSbEwe/s5x/b6UOl02rO0KxTpi3rGyKNleO5gkTOOibdo5e3Dt6TyDdeDplgs1iZjHI1BrTt3LB6GIAhYljXlplg3M4J767dwH7zbu0BRx9zwpdk9RUVRUFW1o+7as8X/gB/twQw86b5/YhV08951YXvJC2KbMyKj1tgBp1eucFo8w6mJDP3K1OWq/LErOXDeOSx54CH6738AOxph8KKLglj+EfgikFaV4f2glkqlcF2XUrHEqj6HJ/ZKbNlfmBMBDbzSY29vL8VisSMCkUKhMKfET62k6wOav+9MlmUWLVpEoVCgUCjgOI4nw7/7J54Mv+x9qcS1p6Kc+9q6ZfgzEY/HJ53tNFeIj5PmH+3BzMc3Km5qgkD1rPfwc9/aKzvJa7zfgHtGRO4ZldhrjN0yJlpsjGc4NZ5huVaqO9HKrlmNVDFY+PgTLPrFXdh6hJFNr2n8ucyCZkQg9eCrH9PpNLiwqr9cC2hzBcPwZr6lUqmOmJb7vbQwQ+tCfGVjpVJBVVXi8TgLFy4k+9xT5L7wSTjoy/CP8dzwG5Dhz0QkEsGFjtnazJZIJIISBrMjMKsbrA8PaKIoIkkSkiTVsrjDf2Y6SPjbT0YMh18dNPnloM2zubHXXhEcTormOC0xyupIHqnJY87IhnVIlQp9Tz/Dkjt+jB2JkN24obk7axBfBNIuNZ9t2WRGM6TSKdYsshBw2ZM1OFQwWRBroXtyG8lmsx0TiLiue9QGta4OaH525h94DMNgeHgYRVFwfvwDOLgXQY+gnH8VwomnIgitaxoLgkA0GiWTybTsPoNEVVWi0ehRs2m6EUzTJFqd6SfLMoqi1MZwWLaNY9s1ib9lWbV/O46D47+Wh7+mgkDFgcdznrjj8QzY+Nmcy9p4mbN6ipzRa6AIFpblYNsatm1jWzYujb9Hg2echmRUSG/7LcfcdDOOrpFfs2a2L8+0yLJccwLxh3e2A6tqkL24P8mydJbdo/DUgQKXn5Bu22O2En9mWSqV6ohAxA9oRxtdHdDGu4mMxzRN3PVnwIN3g+uSPu1cProddhVtIqJLRARdhIjk/Xvsp/p/CXTRJVq73rjfiaAIEI/HMOaoEESSJBKJBLlcbm7vmWshgiCgaRqqqtbGGEVjMazqRv1CodDUe2278ExB4NejIg9mRErjxB1L1RKnVcUdSdm771JOwJClWiaoqhqS5PXzTMvCMq2qwKKOACcIHDx7E2LFILljJ8u/+312/tF7KK1c2fDzqIdWikDqoVKuIEkS649R2T1q8uS+uRPQwAsqsViMSCQS+HYf37w9FosdVVla1wY031F/yg/C6efCsmNx9+zkxXvv4tHYZXidjdm/eRIuUdlAF1x0UZkQCCOiiy5SDYbjL2dCMI1KY9fTRJouLTWKP8+sWCx2vWdhu5FlGVVVUTUNWZI8l5nqGKNEIkEhn2/qwOy68Eq5Ku4YFRkaJ+5IywanVvtii9TJenQutmVhTwieApIsocgyuq4Ti0WxLAvDNDENE9edJhMSRfZfeD6iaRLfs5eV3/w2O/7kvVSWLGn4ec1EMplsqQikHoqFImsXxvn5c/D0gQK24yIF4bDcInK5HIlEoiP7V/2AdjQR6D60RnBdl2w2O+2IGHfrIzhf/jdcReW9F/4zo7bI1QuGWRpzKZouBcOmZIHhilQcEcMRqUz4t+T97YgYrojptm+fiya4kwa+mbLICb+TJmaRk514pVKpWrnjaESuBgVVVREEAcMwMAyDimFMKBPGEwmcqlN5vQwYcO+ot+n51crYZyUiWmyIZTktkWGFVpy1o70giCiKVwr1pmw7mKZBpWJMGdwEy2LZnXcRHRjAjMfZ+ad/gtHXus3IsXgMVVE7UsJ2XIFP36tQNuE/XreS1X2d33bRCAsWLKBYLLZk3FWjpNNpIpHIUZOldXWGNuPB5pRNsHIVwqsvsa60nwfVYzAsi1XiIFpKQ9O8HkWpXD7sjHhybBdsQUGOJBjKFCg7QjUYShODYjUAVqoBcuJl0oTA6VYzxoorULFgFGhVFhkRQR8XJOOKRFQxUGwTXZS6NotsOdVxRbquI4kilUqFbC437eBVyzSPMNCejJwND1Y3PT9bGAtisuBwYjTHafEMa6J5ZKF1B3nXdWqBGAQUWUZRFVKppNdTLlcwrYnPzZVl9l5xGct/fif68Agrv/4NdrzvfVip2at9NV1D1/WOTTAXBZfjex2ePyjyzCFjzgW0bDZLT09PbcBxkPj74o4WujJD84NZPYIM95nf4PzXp7hz2Xl8ddW1nKDn+eOlr1Z/K6DrXmBzbIdSuTRjn8Sftt0KZaPrguUKE4Le2L+laTLHSYJk9fdBZJFekPOC3WTZYa3/eFjvsd4sslVIkkQkEhk7cSmVjsjEprttOp1maGjoiN+ZDjyWE7hnVOKxnIDljok7jtMLnBrPsD6WJSIFu8dIQEDVVFRVQxDwrOAqxgRBiVQqseKnP0fN5igvXMjO9/0x9iwOaK1yApktj+8WueMFmVOPSfFvV6yYc3P7+vr6MAyjI5WTBQsW1ERP852uzNAEQag/PV9/OpxwIuv2bwdgVyWK5QrVM2aXcrlMuVxB0zzVn+t4lx1+hgvel1eSJPL51pQGBAEUwUXBBqk14gzHHSuh1kqlgoKoRskUDcoWU2SOhwdLqfZv57Assrr6Wa9VZHzgOyz4SZP3Io8MpmOlWr2aRcqyTDQaRVVVypVKU7Pc/OtLkoRt2zguPFfw+mIPZETy48Qdi9Uyp8ZHOSWeIS13TiTk4vmZVioVZFlG0zQikQgVw6BcKuO6DnYkwu4rX8uKn/4cfWCAFTd8i1ff+4c4dWSjh+OPgwlKBDIdq/q8k4dn9mXQYkns7EhHNi03Szabpa+vr7aHNkjy+Tw9PT2BPman6LqA5ttc1as4EwQB8dp3sOzznyBp5MmqcfZUIhyrjy9X+gcCA1VTiUQj6K433sY0x4QTET1Szcy6LmmtIQqgCw666H0pBAQSSZVyeQSDxkUgk2WRxmF9xiMuG///CcFVmpBFOgjkHcjXvr+zD5KaCFFJICKW0YVSNRgKRES57ixSl7zfaWWDPZbMnQe93tghc2x9ScmsijtGWaI1sQG7zViWhWVZiKKIpuukUkkq5QrlchkrEWfPlVew/Gd3Et2zh+Xf/i673v0HuFN4qE5FMpmc9TDdVtEThd6oy3BR4OFXBrhkzSIGBwc7vay68cdexePxSSeGPP744/z0pz+lWCxy7LHH8nu/93v09fWxf/9+vve97zE4OMjZZ5/NG9/4xoYzrVKpRCqVmtZ2cL7QlSXH4eHhhkp+ruvi/Mc/8Dn5VB5euJHX9hzkkp7pP+yqqqJp3kiKSqWM7TjEYzEymSzdHNAOJxaL4bgupQbEDe1mfBZ5eAnV+/ckQXLSsuyYcMdpQTCcCU2w2RDPcmp8lOP02Ys7gkQURXRdr20YL5cr6IcOsfznv0C0LLInn8Tu//N2mMIv9XA6KQKZip+8IPHobomrVqf5xDUbKJVKHfFLbBZFUejr62NgYGBCljY4OMj//M//8N73vpd4PM6dd97J4OAgf/Znf8a//du/ceKJJ3LppZdyyy23cMopp7Bp06aGHzuZTB4VEv6uy9Bs2264f+Vnaeu/ewcPL9zIjrzGJTNk2H7TXVFUT0wgiR0vqzSKoqhIkkQh212KxsOzyOYRiOg6iqpSNCyyRYOyfVjJdXyQnCTLnPzfUi2LlASXtZEcp8YznBjNoYjdcfBuFMdxKBaLtb5iMqlS1lT2Xn4px/zyVySff4Glt97Gvre8ecaxM50WgUzFCX0Oj+6W2HqgwOjoKH19fV5GOkf2ipqmiWEYxGKxCb20PXv2cOyxx7J8+XIANm3axA033MDzzz9PuVzmTW96E6qqcs0113DzzTc3FdCOlo3WXRXQ6lI2ToGwZh0n990JwKuV2Lg+2vSYpoHj2J6BryCSTCZq5cluztQEBKLRSLXX2L3rbBZFUYlGI1XHiByO4xCt9txagZdFSvSmk5Syo005dXQjtm2Tz+er09WjsHYtBx2bxXf9mp4nt3gO/VdfNaVaR5blWlmsnU4gzXBcr4souOzPmeweLqDrOul0ek6VHvP5PL29veTz+drJwuLFi9m+fTt79uyhr6+P+++/n7Vr17Jv3z5WrlxZmx+5dOlSDh482NTj2rZdsw+cz1laVxVVBUFoOqABrLzmGpJGHkNUODhUv0hA0zQq5Qq5fI5isYiieBJpXdcRAih1NUM0FsUwzTlzdlovAkLVXUGfYETdakQBdNFGcu0ZJ6XPRSzLIpfLUjEqCOvWMXyJ58jf/+BD9N+7edLb1EQgxSKm0X3VCl2GFWkvCGzZXyCXyyEIwpzKPHx9wHgp/eLFiznllFP4j//4Dz7+8Y+za9curr32WsrlMn3j9hIKgjCrY2ShUJjXwQy6KKD5E6lnY9UknXAiJ1d3eh3YVZ9SURRFTy1XLXP6HnL5QgFJkkimkkT0SFcFNr/UWCp2vlnfShRFJZlK4rgu2WwukGDtT3KYrxiVCtlsjsr69WQuvACARXf9ip5HHj3iujURSBd/rk6oqh23HvC+36Ojo8Tj8Tn1Hubz+QlBeOfOnTz33HN85CMf4bOf/Synn346X/nKV2pm2eNRFKVpB6ByuTynlKHN0DUBDWiJmmr9iZ7b/nanB7WO0Q2arlMxjCNKTrZlUSgUyOfzCKJAKp0iEom21AC5GfxSo3eWNj/KZIdnZaUAn9t8D2jgbdTO5XMMrzuJfHXMzJIf/4TU1qdq14nFY4iCSD7X3SKLVX3e5+LpA0Usx8U0TQqFwpySpfuBxc/StmzZwmmnncbKlSvRNI2rr76aoaEhotHoEduXyuXyrD6v5XK5q/qirWbeBbQN1YD2YupY0luemfa6AgKaqlKZRoRiV+2RstksCJBKJYlEOxfY5lupUZGVwLOy8ViWhSRLtGJLQbdjVCrsW3cyhY0bEFyXY27+EfFtL9ZEIJlspusPdkuTLlHFpWg6bB/0jhe+wGIuDbUcn6UdblVXqVQwDANJkti5c2ft8qGhIWzbnpXzR7FYnNdlx64IaK7rtuzMYUVaIyFDWdIYGLbRhqaeNK1qKqZp1pWGO45DqVj0ZP2uF9ii0WigeztUdX6VGjVNIxqLUiwUA83KxuO63lgYL6jNf1xc9pxxGvnVqxAch+Xf+z69u3Z3pQhkMkQBjq+WHbccGMteRkdHicVicybbLpVKtQkQxx13HE8//TT33nsvv/nNb7j++utJJBJceOGFlMtlHnvsMQDuvvtu1qxZM6tjjmEY83oCR1cENEEQWrZ5UxQETl7snfk8lzqevi1bp7yupmkNTy12XYdSyQtsruOSSCSIxWJH1LpbjYBAJDJfSo1C1elDI5fLTeraEiSWZSG3+f3rKgSBveedQ2HFckTLoveL/0X/jTcjdsEG6nrwy45b9o0FtLlYeiwWi8RiMU477TQuu+wyNm/ezPe+9z1KpRJ/9Ed/hCRJ/O7v/i433XQT//f//l+eeuopXv/618/6cUulUtdn4s3SFRurHcfhwIEDLbu/H28b5mu/GeC04Rf5xNPX8+obrqG8oH/CdRRZQY9EyOWO3LXfCAJCbYJvI0bIjRKNRnGhqzZQN4MgiMTjcVzXoZAvdIVcXtU0FFnuiBt6J4nrOul7NhN7YRsAVjzO/muu9iZfd3FZKlOG/7hPRRTgW29dTUIbOxnppLN9o4iiyKJFixgYGJg2axodHWX37t0cd9xxLVF0yrLMwoULZ30/3UjHMzTXdVturbN+kVdjfr7neGxBpO/JrUdcR9M1KsbsLY1cXErlEplMFsuyiMdiJOKJlpY+JElCURTKc7zUKMkyiUS8piTthmAGngBorpSqWoWu6wiKyp5zzmb3VVdi9qSR83mW//BGVtzwLZThqUv1nSalw4KYg+PC0wcnBq5sNksikZgTfSLHcSiXyzP2xNLpNBs2bGjZ9gTL8obIdkEu03I6HtBaWW70WZnWiKsiFUHh5eQy4nv3oh8cqP1eFEVkWcastHIAptcHzGSyGKZBNBolEU+gyI35501GJBKhUql0TQBoBkVWiMdilMtlSqXuyjJt2/bcZo4Crzvw3gtN06q2US7FJYvZ8cbXM/qas3AlkcT27az64n/Rv3kzdGm/ZbKyI3iCCtM058zetE6Nd+kGf8520PFvsOM4LZ+sLAoC6xZ6H5InTvb23vQ/uaX2e03VJpXqtwZvP102m6NiGkSiERKJJIqiNnVvUnUCQLncfQa59aIoKtGYJ0Hu1inaR4N8H7yTOf+9GD8s1JUkDq4/mb2/+zYqy5chWhaLfnEXJ/z3l4m8+uo099gZVvdX96PtLxyRaWSzWWKx2Jw4QTEMA9d10XU90Mf1RSnzjY6+4766sR34Ae2ZhSfiSBKx/QeI7Pf6dKqmBnBgdaubWrNUKmV0XSeRSNZsbOolOgcmAEyHqnoWVvlCoau3GliWhSTN94AmEIvFp/U/LEQi7LvmKkavvAJb19EHBjj+K9ex5Nbbuko0srLHRRJcDhUt9uYmfpd9Z/u5IuP3xSFBYtt2V38fm6WjAU0QhLYFtA3VPtrOvMrQmWcBXpYmSxKO47ZFuDEV3mC/LOVyGU3TSSaTqJrGTHufFFlBEIWqr+TcQ1VVIhEvmAX5ejfD0ZChxWJRbNuaUdlrGAYjxx3L4Hv+gOya1QD0Pv4Eq77wJZJPPVXXANV2o0peUAMvSzucXC5HNBqdUX384x//mOuuu672//379/Of//mffPzjH+f2228PpM9ULBZRVTXwjHI+qh07nqE1Kpuvl5VpjZgiUrEFnj7zUhxZJnpwgOSBgxNmoAWJaXqBrVQsoSkqyWQCbZrApkfmbnamKHMnmAHYlo0kiV1lcdZKdF1HFCWKdQqLDMOgCBSvuYo9r7+KSiqFks+z/Ic3sfKGb6JMMuk7aFb7+9H2HRnQLMuiWCxOm6Xt37+fBx54gDe/+c2121x33XUsX76cj370oxw8eLC2B6yd+G2XSCTS9scaT7lcnndlx44FND+YtesMQRIFTq6WHV8y4wxXLX/Sjz2B0aYgWi+mZU5qhDw+sPmlyW7tOU2HIiu1MuNcCGbgqVVte35usPZFIIWCJwKpF8MwKJXLyKtXs/st1zJ4+qk4kkh8+0us+tJ/03/vZoQOvr8n9HvP5ZmDRcxJNoXncrnajLjDcV2XG2+8kYsuuoj+fm9Lz/hxLf39/VxzzTU88sgj7X0SVYrFYuABrV5TiblERzO0dpUbfdYv8j4gO4dFBi+6EEdVUA4eJPLqrrY+br0cboSc8o2QBW9YY7mLehb1IklSTXQwV4KZz3wsO/oikGKh2NTBy6h4U7CjyRTDp57Kzje9kcKSxZ5o5Jd3cfz//G/HRCOL4i5x1aViu2wbPPK74s+ImyxLe/jhh9m7dy99fX0899xz2Lbd0nEtjVIul1EUJfDP33zzduxYQGtn/8xn/UKv0bpzVMCMxclfXB2h8eTWrugD+BxhhJxKAmB1qWR6KnyT4dIcGro4HtuebwHNE4FUKpVZubFUKhUs2yIWj2GmUux53WvZf+H5WLrWUdGIKIy5709WdgQvS1NVdYIYq1Kp8LOf/Yz+/n5GR0e59957+a//+q+Wj2tpBF8gF5YdZ0dHAprruoGku8f1aEQVkYolcDAvUH7d67A1DX14mHiXZGnj8YyQvUatbdsdN0JulHg8jmlaHS/pNst8y9BisSiO0/gE+MkoFYtV+7UoCALZVSew4y1vYnT1KsATjaz+/BcDF434+9G2Hpg8oLmuSz6fn5ClPfXUUxiGwQc/+EGuvPJK3v/+91MqlXj00UdbOq6lUTpRdmxn26cTdOxIGcTGPkkUOHmB9wHZnVUxdI2hc88BqllaF9aPVVXBsR0KhUJHjZAbJRKNeq4pXbZpuhEcx8F13bb7cgaBLwIpFFr3fuTzeRRFrip0wdF1Dl5wHruuupJKKoVcKAQuGvEztJeHK2TKU2xFKBRQFKXWS8tkMqxcubImlZckiaVLl2JVKyXjme24lkaoVCqIojhpz69dtFvLEDQdOUIKghDYWc+6qnx/x4hApVxh6PzzsHUdbXSUxI6dgayhETRNp1zNcCYYIbveeIx6pMhBo2kasiRTyHe/f95MeONk5naW1qwIZCZcXAqFAhFdn3CQLy1ZzKtvegOHjhCN3Nt20UhCg8WJsU3Wk667aq/nB7B0On3E8WdkZIRrr7225eNaGqVcLge+ybpdSvNO0LGSY1ABzd+P9vIhh1KlghOJMHj+eQD0b3mqq7I0WZYRBI7YVuAHtmzV4T8ejxOPx7viwCvLMrquUyh0jzfjbJjrzvuzFYHMhF8Wj8ViE0rhriQxfOop7HzTtRSWLKmKRn7F8f/zv0THBYl2MFPZEbzsMhKJIIoiJ598MgcPHuTBBx9kdHSUzZs3s3fvXtauXdvycS2N0omAZhjGvOmjBe627wezoYBKErbj8s6bt1M0HT5wtsmSpItYqbD6c/+JXCyy/4LzyFb7AJ0mFothWTNvfAUBXdfQNA3btqd1fmgnAgKJZIJSqdyxvX2tRpJlYtGoN9B1ziGQSCQwTaPtgquIHkGWZXL53JG/dF2SL7/CgsceR65atg2fdSYHX3clTht6RC8PCdzwG4WeiMw33nzClAfn3t5eTNMkl8uxc+dObr/9dvbs2UMymeTaa69l48aNPP3003z7299G0zRc1+XP//zPWbJkScvXPBWCILB48eIZHfhbzeLFi7u6pVEvHQlouVyuaowaDP/2wAEefXWUq9ZanLvSO2vtu+9+Ft/5C4xEnB1vfTN0+M0UBJFUKklmNNNApiOgaar35XM8lVSQs8X8UkwQKrDgEEinU9Uyb/dk7/Xgl9SCGZ3iBc+KUZlSBCSWyyx44knSv90OgBWLceCaq8mcsrGl42lMGz59j4LpCHzp6mM5tmfyDEfTNNLp9IxS/FaPa2mU3t5eKpVKoCNwent70TRtzmdqgR/Fg+yf+Zy5oheAnSNjT3f47E1YsRhqLk9q+0uBrmcydK0Zw+TWGiE3giJ7e2bmy/TsMVxsy55zakdN01ouApkel2KpSETXp1ThOrrOwfPPZdfVY6KRZTfexMpv3NBS0YgiwbG9M5cdffHDTCW9Vo9raZSwj9Y8gQe0IPtn4H3RT1uWAmDniIBTjReuqnKoui+tb+vTCB3e86Wos5EHt8YIuV4EBCLRCKViaV70zQ5nrsn3x/cxg7RJsy0Lo2IQn8FYt7T4MNHISy+3XDSyyt+Ptn/6gN4JI+BGKZfLqKoaaLY0X/pogQa0oIMZeAHt2KSMLguUTIGB/NibNvKaszCTCZRCgdSL2wNd13gUWcF1aYmzRrNGyI0QiUa8IYEBljeDZC4FNFEUicVibROBzESpXAZBqEn5p6LdohE/oD0/UKRiTf06+EbA3aYUHo/jOFiWFWiWNl9ssALP0IJObTVNwzINTlpQle8Pjx3YXUXh0MUXA9D31NMd86XTdA2jBdOzx9OoEXK9zN9S4xjeKBmRVp4EtIfWOIHMjrHSYz2iAjOVZM/rrmDfRRdgVcfTHPfVr7H0lluRZtGLXRCDpOZi2C7PH5r6s1nvlOhO452QTn+S0Gr82WxzmUADWtD9M38ytWEYrK8aFY/vowGMnnkGRjqFXCqR3vZiYGvzEYTqGts0IqYeI+T6md+lRp+5YlQcjUZa5gQyG/zSYz1B4u67f83LL79C7oTj2Xr5JTwT8bKQnid+w6ovfInU1uacRgQBVvVPvx/Np1gsdn1AMwyjbS2DqZgPfbTAS46mGdyZpKqqmKaJ67qs9+ejjeujAbiyzKFLLwGg9+lnEQJcn7dGr3fW7gAxpRFyA4FN1zUcx5m3pcbxWLa3H02SJG+umx4hGo2SiCdIJJIkk0lSqRSpVIpkMkkikSQejxOJRonoERSlvfOtNE1DkuQARSDTUyqXayeQU/HKK6+wb98+AGzb4VcPPsiW445l28UXMqzIE0QjahOiEX8/2lS+jj7+gTvogNEIhmEgVT9/QWGa5pzvowUa0GzbDjSl1TStlhGu6tPRJIGiKXAoP/FNGz3tNCq9vcjlMj3PbwtsfQCqomKawZU6jzBCTqeIRGb2ixQQ0DQtEMuyTiLJsheQZJlIJEIsFqtZEVm2TblSoVgqks/nyeVy5HI5CoUCpVKRSsXAsW0QvO0UiUSCVCpFPB6vqhBb83XrlAhkelzKlYrn9TgJlXKFJ3/zJMmkZ7y9d+8eDNPkjDPPQDj+OH571ZU8lIjXRCMnfOm/6b+nMdHICb0OAi6vZioMFac/6eqEkrAR/JP/IINukMlGuwgsoHVCEKKqau1sTBYFTqr6Ou4YOewsRJI4dFk1S3v2OcSA1ikgIMkSVgc+SJ7jQ5FsNosgMKMRsq7rmKYZ6GbPoJBkmUg0SiqVIhaNgihQrkq8s9msF7DKJYxKBdM0sC0Lx3FqP/44e9M0qFQqlKoBL5PJkMvlamfbiYSX3UX0SNPBTRA6KwKZDn8/2mTbRn7z5G9Yvnx5bfbYyMgo/X39tYwu3dfHr1ybnW++lsLSqmjkrl9x/H9/uW7RSFSFpUkvwD91YPrMtdsDGniZZJB9NNd15+SUjPEEmqEFeQYwvn/ms27R5H00gMwpp1BZsACpUqHnuRcCWaOiKtiW3dF+lD8zKpPxnDH8wDb+gCsIIpqudbxX02pUVfVKhbEYOJ4rezabpVQs1g7Os82q/GnE3muc8cybRYFk0itRNqamFIjH4xgVo2vLvpMFigMHDrB//wFOO/202mWWaRJPjO3zEgSv+J3XdPZcOU40cuhQQ6KRRsqOM5VIO00n+mh+i2auElhAEwShY/0znw0Lx5SOR7xnosjAZZcC0PPcc4gBNEgVRcHoEsso13Uo+YHNhWQyWTNC1iM6FcPouoygWVRVJZlMekbQ5bIXaMqlI7JP2279BmvLsrzXeTSDaZq1vlw9jxONRrz3qdy9ZV/fAs0/ENuWzaOPPMqmTa+ZeHAWBKTDqgGSJHsZgiCQO+F4drz1TYyuWQ2MF41snVY0UhOGHCjgzHBgrlQqXZ2ldaKPFnQVrdUEWnIMMqCN75/5rOqLoFb7aAOFI5uf2fXrKC9ehGSY9D77XJtXKKAoStfVrWsO/6OZmhGypqpYRnetsxkUWSGR8AJZqVgil8tO60HZTud9t+bykqViGsRiMc9weoqDly8Cyc+BiQalUrGmpH3mmWfo6+tj2bJlE66jaeoRqjrLNKvbJTwcTas6jbyOStp3Grl5WtHI8pSLKrlkKzY7RqY/Ke32smOn+mhzWRgSWEALWhAyWbBQJIETq320ncOTvGmiyMBllwHQ89wLSG0sscmyhG07XZv1uLiUyiWvb2bZRGPRJkpk3YGAQDQaJRKNUKmUvUBWR8nOc95v//M1KhUymSyWZRGPx484yHanCGRqLMvCdVxUTWXHzh3s3rObH/7gh/zwBz9k586dPPr4Y7zyyiscGhys3SaXz2O7zqQH79LiRey89g0cOv20iaKRX99zhGhEEuH4qg3Wlhnk+5VKBUVRutqU1zCMQOejddsJdqME8k52QhAy1aTZWtnxcGFIldzJJ1FauhTRsuh95tk2rk/tiBikEQQEVFUlXx02Or5EpsjBfclmgyIrJJLetOJcNtfQ59CybCRJbGhrQ/N45tK5XK6WSUqSNCYCKZa69uRnMsrlMpqq8drXXsnr3/AGrn79NVz9+mtYtmwZp2w8hde+9rWYpsHLL78CwPPPPseS6RzfJYnhUzdOFI386m5PNHLYXMMxG6zpA5rjOJim2dVZmmmagQ/8nMvCkMBOTYKM/LIs47rupIq88cKQSRNGQWDgci9LSz+/DalNjhiKImN0aWPfx3MwMaqu850zQm6WiB4hGotSKpYoFotNiG+8DdZBZqWO45DL5zCMSm3unVEx5tx4HtMyEQRIp1Ik4vHajyzL6JqGruts2rSJRx97lJtuuolXd73KaaedNvP9JpNHikaumyga8fto2w4VKZnTnwR0wpGjEYIOaP5jzlVhSCDfVEEQAo360/Wm1vTpqJJAwYBDBVg4iaF2fu0aisuXEd29h96nn+HQ2a9p6fq8M2+hJd6N7UTTNPJHjLDwjJCNSgVVVdF1HV3XqVTKXdRQFojFooiiRDabm9UYGN/XMWhVoV8Ok2WZLj/vmZJKpYKma5j5sSdw3nnn1v69YsUKru3rZ3h4iAULFtSfKVVFI4Vlx7Dg8d+Q/u12ep74DYkXtnHg6qtwTzmFnojLSEnguYEiZx4ztWt+uVzumKt+PfjHTVmWAzuGhhlaHQT5IvkKx8lQJJG1/dU+2iTyfaCapV0OQPrFF5FbPJfIUzd291FKUVQcx5026AZhhNwoQnVOF0AuN7tgBp0zKvZmU4nkcjlkRel6h/jJMCpGdQr71IeZWCzK8uXLmyr7TSoauelmjv3GN1gb87K1J2coO1rVPYXdnKVZlhVolmZZ1pwVhgTWQwtyQ+5M6kHfBmuqPhpAYdUJFI5diWg79D71TGvXJytYAbqDNIOmqVTqNExulxFyowiCSDyRwKq6obRCQOEpHYP1dPRFIMViAdu2yeVyCIJQzSTmzoHGxeud620OFjXRyBmn4UgS8Zdf4YL7bwVg676ZBwkHvYG5UYIWhoQZ2gwE7S4xY0DzjYqHp+ijwcQs7bfbkXOtm7AtSiK23b0fmtqm9AYNk8cbIauKOksj5MYQqpuOLcvyNi+3CNf1lKjtku8fzngRyNj3xq3J9ePxuZWpVQwDRQ3gYCxJDJ+ykZ1vfiOFpUvYOPhbRNdmb87k4DPTb8EJOmA0StB9tDCgTUPQqhl/H890j7mmX0cRBfKGwOA0x77i8ceRX3UCguPQt/WplqzPV3F1s2JNVdVqP6y5DMeyLHL5HPlCAVmWmzJCbgyhlpm1Mpj5ePL9ILI0YRoRiBfU/C0IcwXbsnBdAivb+qKRzPlnsTq3B4AtN92K883/xi3kJr9NB4QXjRB0ydF13a4+Pk1HIBlakAGtnuapKoms7fdq9lP20ar4WVrqpZdRstlZr0+S5K73Q1QUFbMFG6lt3+E/n0eURJKpZF1GyI0Si0VxHLstwQw8U+Ig3BoiMzqBePZckiRPWyLbvXs3t916G9/9znf52c9/zuhoBoDR0VF+9rOf8cMf3shvfvNkYEo2yzSDVcNWRSMrjvGCwNaeNbgP3IXziQ/gPHLPEc/b7xl16x5Ly7IQRTHQvtZczdKOyoAG4/pok22wHkdpxXJya9cguC59W2afpcmShG11b0ATBBFJEjFb+J7Ztk2hUKj2gqp+kS0KbLquI4pSW8eo2AEIQ1RNQ5FlCjM4gbi4FAp5dF2fdC9gLpfjoYcf5tTTTuMtb30L8ViMRx95BNt2uOeee+jr7ePqq68ikxnlleoesHZjWCaKEnywWJXwjBGeXrQOp3cR5DK4138B5wv/iHtw34TrdnOW5msQggy4lmXNSel+2wNa0JL9egPauoUz7Ecbh78vLfnyK6ijo7NfXxdnaIqqVF+/1n+YJxghC5MbITeCLHuZSj7fXgcN27arZ8jt+bp4I2t0CoVCXXvlHMehWCgSjR15UpDJZDj11FM59tiVRCIR1qxZw+DQ0IRxLYlEglNPPZWXXnqpLc/ncOxqBhSkJyHAMq2ELtoUXIlX3/hB5HOuAEmGF57C+eSHcH7yA9xqr72bAxoEr7YNM7RpCLLEVm9AW9sfQRYFchWB4RlO7svHHEP25JMQYNZZWrcLQtQAthRMZ4RcP14vqVgszVqaXw/tOqAIgkis+jwa+Z6YlolhmMRiE/tpy5YtY+2aNbX/Z7JZksnEEeNaenp6GM1mWvMk6sDoQMAQBVgV8cRcW4oy8pkXob7jQ4grVoFl4t7+PZx//gvc3z4bBrTDsG17Tkr352VAq+fxNFlkTZ/XR9sxQx8NqHk8JnfsRBsebmpt3S8I8foIreif1cNkRsixWKwuRWEkGsG27cAcNGyrHSUfTwRimlZTz6NUKiEI4pTmtbbt8MLzL7Bm9Zopx7VUGlSyNotlBNxHq7I64pVwn8x73z0x1YfyxnejXPk7EInBgT04n/t7Cv/fvyOWutf4uRMBbS7S9oAW5MHbL2vUmy7Xsx/Np7JkMZkN6wHoe3JrU+uTJBnH7tZgBoosY9tOIBnPeHwj5Ewmi23bxKvO81N9gWVZRlUUim3smx1OOw4oNRFI02IWl2KpSCQyuYJ069atyJLEqtWrpx/XEgCmZXm+mG0q207F6mqGtq0oUKgeowVBQFpzCto7/xJp3ZkAOPf/koE/+114dHNX9o7CgFYf8yqgSZJUmyJcD35Am3Y/2jgGLrsUVxBI7NqNNjj5+IrpkBsItp1AVpUOewa61flk0xshR/QIpXI50MGoVvWA3Ko9dfWKQGbCtizPYDcSmXD5vv372f7b33L+BRcgSWJd41rai1uVnwcrDulRTBYoFRwEnspPfO8EPYJy6ZtQ3/onCL0LcbKj2F/7T5zPfwL3wN5A1zkTQYtCureKND1t/zQHGeklSWro8U7sjyCLkK0IjNThQWwsXEjmlI0A9D+5pfH1yVJXC0LkAM/Yp2dqI2RFVhBEoTZROrgV+UbFsxc2NCoCmYlSqYymqbXsJ5fL8eADD/CaTa8hnU4B0NfXV/e4lnbRzvly0+H30fyy4+GIS1eivv0DRC9+PcgKbHsa51MfniAa6TR+Tyuovpbrul2Zqc5EWwNa0JZXfoZWL5ossrrPO7Otp48GcOiyS3FFkfievegDAw2vr3sFIUIXbinwjJCz2SyVijeMMRaPtXRLQSNY9uzLPr4IpFRqTAQyHa7rUKkYRCI6lmVxzz33sHzZcpYvX45pmpimycKFixob19IGgpovdzh+2fHJ3NSVGEGSUc+6mL73fXxS0Uin8Tc7B6kUnYtlx3lVchRFseE3wbfBmmk/mo/R18foaacC0N9QL01AFEQcpzvPevzsMcgyXiMYhkG55M0EkyV5nBFycLRiP1o8FsM0rZZPJiiXSqiqyv4DB8hksmx/6SV+8IMf1n6KpWJT41paiV2dLxe0H+XxkSISDgdMgf3TvOy2baP0L6qKRn4XovGaaMS54b9w87M3VpgNjuMEegIyFwNa20+XujlDA6+PdtNzQ9X9aDb1ZPSHLr2E1NaniO3bT+TAAUqLF894G1EUcKpzxbqR7s4ePXRdp1wdXaPICnokgq5pVCqVqlqvva+tZVlEDutVNUKkalnVDkcT3wh4zarVLF+2bNLrJOLx5sa1tHCNni+mFOjoJE10WKmXeKUc48m8yFJt8mOE4zhIVUcOac1GxBWrsR7+Jfazj+M++Cvcpx5D+J0/Qjjnko5I2u2AHGt8HMfBdd05Jd9va7gXBCHQgNZMhnbiggiSAJmywGidszzNnh5GzzgDqGZpddSaBbF7szNovP8YNKIoIkpizTDZtExyuWygRsj+yVIzBxVVVVFkuboJvD1UDANVm74nNptxLa0g6IOyz/iy41QcngEJegTlkmtR3/Y+hL5FkM/ifuOLHRONhCXHmZlXJcdmDsq6LLKqwT4awKFLLsKRZaIHDhLdt3/G64uCGLgcvhHkLveY1FStuuH7SB++II2QmxE2SLJMJBJpmQhkKmzLwnHcSS2xuoWOBbSoF9CeKghYU7wFvhDi8LKeuGQF6u99YMxpZNvTOJ/6EM6PgxWN+I41QTEXlY6BuO0HhSiKTb0JG3z5fh370XysVIqR15wFVBWPMzxPQRS6+APSjYKQiciKgjlN32lSI2Q90vJ9T4067wsILReBTIdpGshBjGtpkk4JQ5aoZWKiRckR2Fac+nvuOA7iJO+vIElVp5EPI65YDZaFe8f3cP75w7gvBiMaCTpDC1WOkzAXAtq6hdUMbbixl2PwogtxFIXIoUFie6YvQUiCiNulJUdJErGd7hWEiKKIKNbnCTrBCFkUWmqEDJ7zfiPCEN8JpNUikKkwTRO1iy2cbNsJcO/bGONtsGYsO07TMxJTvShvfNc40chenP/4e5wbvtR20UgnMrS51D+DeVZybDagnbQgiijAaLm+/Wg+ViLB8NmbgDqytJoopPsQuzjYwswDWyej1UbIPrZVNSquo6TZThHIVNi2jeu6HdnvVQ+u6yBU/wSNX3Z8Mj/1Y9u2PWmGNh5fNKK98y+Q1r8GAPfBu73xNA/9um0n8UELNMIMbRKCelH8N7qZx4soIqt6q/PRGs3SLrwAW1XRh4aJv7pryutJXSwKEbo42IIX0Jrd8N0aI+QJ91iXr2MQIpCpMC0LpUsDGoDt2IgdyNJ8X8ftJYHsFB8n13WnzdDGI2gRlEveeKRo5D//b1tEI2FAm5kwoFVZ30QfDcCOxRg+9xwA+rdsnTJLE7pYFCJ2cbCF1igwZ2OEfDgz+erVRCDFYkfKuLZldUR4US+uS0dKWUnZYpFSxkVg6xSuIfVkaIdTE42c+1rPaeTFZzzRyB3fb6loJOh9aN3b85+atjuFBEWz5UafDTWj4sZfksELzsfWdbSRURI7dk6xvu4VhXRzsBUEsaXbP3wj5GydRsiTMV1AmyAC6ZCjSaeUhPXiOMH2gsazZoayYyMZ2ngESUI+40LU3//QmGjkx9+vikaemdWax68tzNCmZ94ENEEQZvV4Jy6IIAowUqp/P5qPE4kwdN65QHVe2hGBq7tdQro52LZLfenWaYQ8GZ50X2KyPW/xeBzTCk4EMhntHkg6W5wObtYd7+s42eGimQxtPGOikd8bJxr5B5xvfAk3NzvRyHwOaIcff5ot1bf1Ex/06JjZvAFRReIEv4/WRJY2dN65WJEIWiZD8pUdE9dW+1e3BjSpa0UhoiRiOe2Uu09thDz1LcYcL8YTiVRFIMXgRCBTYdtOR/pU9eA6DqLYmQzyOL2ILDgMmgK7J/G3dpn91nxPNLJhomjkobtx/vHPcB66u+njlK86DNKgeCYee+wxtm/fzvPPP89HP/pRAL75zW9iGAa33HILN9988xG38X/nB63777+ff/mXf6nFiz179vBnf/ZnbN++veE1hxnaOHxfx0b7aACOrjN04fnAVFla9yIIdK0oRBQlCCTYHmmEnEgkp3SjP3w/mqqqKEpnRCCT4boOYldnaJ15bEV0OU73Tjgmdd9vYRZ0pGgkh/uNL1VFI3savj//+NZNAS2dTvOlL32pVuZ+4YUXeOWVV1BVle3bt5NMJie93xdffJFPfepTFItFTjvtNPbt28edd94JwB133MHGjRtZvXp1w2vuzk98E7QkoPl9tAaVjj7DZ5+NFYuh5nKkXnp5/OK6do8XeK9dt5ZDBQHsgIOtYRjkclnK5TKaVg1shxkhj9+PJklSR0Ugk+E4DoLYnXuIXOdIN44gqccGq5VMLhr5cMtFI62mnuPp6Ogol156Kbt376ZSqbB9+3ZOOukk9u3bxwsvvMDGjRtr9+WX4TVN46/+6q8488wzURSFeDzOX//1X3PxxRfz6quv8uSTT/Knf/qnTa25e7W9HeDkhV4fbbgkkClDqkG7O0fTGLzoQhb/7Of0bX2KzAnHQxc35326efOkJEqYRme+9KZpYJrGpEbItmUR0XVPBBKLUSqXOyYCmQzXcY+YUB3isTqah2F4piBgOqCMe5na1afyRSPiqvVY9/4YZ9d23B9/H/ex+xD/4AMIazfUdT/dZha8detWyuUyDz74IMlkkgMHDuA4Dg899BCmafKv//qvOI7D8PAwGzZs4G/+5m94xzveQTweRxAEfvnLX056vx/5yEeoVCqce+65fOADH6h7PfMmoLUiQ4sqEsf36Lw0XGbniMgpSxrPDIY3vYa++x9AyeVI/3Y7oyediCDMTcVQV9AF2a1pmZg5E1mWiegRdF2vTX+OJxKeCCTggaMz4eJ2rSgE1+3IxmqfRUoFEZeKK7C1IHBWIkA1dlU04rz0LOZ9P4WDnmiERccgvuVdCKefE9haWsE73vEOvvSlL3H22WczMDDA4OAg73rXu/jpT3/Kpk2b+PCHP8zevXv53Oc+x9///d/X+mSf//znSSQS06pxb7zxRoaHhxtaz7wJaK1i/aKoF9CGBU5Z0vjtXUVh8OKLWPLjn9D71DNkVq8GtUsPLFUEhLomBhzt+EbIkiwT1SMIgoAoQilXIugZXzOhKCqyJFEqNSjZDQBZUarl2s68ZoIATvWx/2mnws82jlUAPJs1kXY2+cbG06yi8p0vQTHvBbb/92mk//oBQjQ27W1lWe4KVfLw8DCf+tSneMMb3sDKlSu54YYbeMtb3sJtt93G448/zrLqGKORkRF6e3sB78T+3e9+N5FIhL/8y78kk8mgjLNqMwwD0zR529vexplnnkm5XG5oTWFAO4z1C6Pc9sJwdT9ac+q6kbPOpO+++1EzGVIvvkh2w/rWLjKkY0iShKaqNYWjKIj0pNOdXdQ0hGs7kvHt4pVRkQX9/UdcZ7LLWvb4pkFx68PkHvqVF8zGsfiYZYgzjPbp6+tr29oaoaenh09+8pOkUik+9rGP8ad/+qesWrWKcrlMNBrl0UcfpVKpMDAwwNKlSwHv+3PNNdcA8N///d+1+8pms9xyyy1s3ryZSy65hPPPP5/FdcyZPJx5E9BaVdI7aWEEARgqCmTLkGxibJQrywxeejFLb72dvqeeIXfi2pasrV24uFTrop1eyqR0sjzlI8kyuqYhyzJGxSCTyZJKJSmWimiaRi6X76qyckTXQRC6MkNTFAVd08h1SBH6fCEOQFJy+dLxFQ4NjpWLZUkilUox1GCpqx7cYgHr6Uewn34EytWtHdEYwsVXI158FcQSHBwZmfY+Fi9ezKFDhwIb9bRkydRlqqGhIf7hH/4B27YxDIMvfelLVCoV4vE4n//858lmszz55JNs27aN9eu9k3rXdbEnMfi+5557eOGFF/jCF75AunqiM9V1p2PeBDRojbghrkoc36vx8nCFnSMiG5voowGMnH46/ZvvQx0eIfX8NpwLzpv12o5GXNdpa/lnJmRZRtd1JEmiUqlQLHhKRlmWsW2HSqWCJEnEYtGukewDXu+xiyeke33Rzqzt4axX/rqy10EV3AnL8GeitfLkzhkdxN7yEPYLT4I/Fb5vIcIV1yKcdzmCPjYFvZ6TotoaO0x/fz9f+cpX+OIXv8jpp5/OhRdeyPXXX1/LIC+99FK++93vMjw8zDve8Q4A9u3bx0c+8pEj9tP5z+f973//hMtOOukkPvnJT9a9pnkV0FrFuoXRakAT2NhEHw0ASWLg0ktYdvMt9D79DEObzmrpGluJW90X1AXfkSOwHQexA/JzXwAiiAKVSoV8vsD4I58syzXD5GKxRCKRIKJHKJW7IyMSRQHT7HyfZTI6KdI7ZKi8VIoj4HJ175FZTisVhM7+XVhPPoDzygvUPjsrVyFc+WaE089FaEIB3QrxWyupVCo4jsPtt9/OE088wZYtW/jCF74AwMaNG/nKV77CmjVrSKVSACxdupTvf//7R4hBfvnLX/LMM8/UNmf7NNorbKtaIWibllY93mz3o/lkTjmFSn8/UqVC9MmtLVhZe3AcF6GD+4KmxXEDdZVQZIVEwnPkr5iG5yBSqXB4NuFlaL5M3yWfz6Nq6rQOI0HSzSOBBEHA7pCo4ZFqdnZWwmVRG94q13GwX36eyk1fwbj5qzivPA+4sOFMxL/+N8R/+E/Esy5oOphB8Ibv0+HvKfvDP/xDtm3bxvnnn8+nPvUpcrkcX//610mn02zbto177723dp+TKRunClyN7ldsa4Y2VwPaugVRBGCwKJCrQEKb8SaTI0kMXHYJy394E9HfPIl43LE4Wncc8CbguoiC2KQEpr3YroMSwIRjRVHRq834SqU8oxejLMsUx1lcua5DoVAgFouRz9uB9TimoptHAomCGJD7y0QMR+DJfBqA1/dN8f40mQG5poG9bQv2lodwM0PehbKMsOlihNe+CWHpiiZXPX5p3RXQbNvm7rvv5sEHH0SWZf7pn/6JY445hkceeYRPfOITrFq1in/6p39ix44dfOYzn+Hll1/mve9974T72LVrF9/85jfZtWsXZ5999qzXPG8CWitHK8Q1iWN7NHaMeH20DYubPzBkN2ygfM9m9IEBep97nsHTT23JGluJ7dhd6yph2za61uwZxcyoqoqmeYGsXC5jmjObCkuShOu6R5xVWpZVVXjFyOdyHds/JyAgiiK23Z0BTRAFrA4E/K35NGVHYqnqcnp88vdGbDCguSVf6PHoOKFHHOHiqxAuuQYh3duClXsEXW6c6fgtSRLxeJx3v/vdHH/88bXLe3p6eN/73sfJJ58MwNq1a/n3f//3SQVKy5cv55xzzuGNb3xj7fqzYd4EtFbvoF+/MOoFtGGBDY2rR8cQRQYuv4wV3/s+Pc89z/DJJ+LMIMsNmm52lbAtG0mUEGjlBmsBVVPRNQ3XhXKphGnV70YijeufHU5NJBKPdUwkIslSNZh1Z8lRFEVcM1hXFdcdE4Nc3Wsz1fmbWOfsvUaEHq1itiOymnm8mTj33HOPuGzt2iNV3QsWLJj09oIgcPnllze+uCkIA9oUrF8U5ccvjsxqP5pP7uSTMJYtQ92zh95nnmPwrDNas8gW4bjOrEZmtBcXy7aRZKnpqdVjCGiaV1p0bIdisdjUfcrS9GvptEhElmUsu3tsuA5HEMTAy6GvVqIcMHQ0weWK3qkfe6YMrR1Cj3rptgytG2l7cyKos4rxTtSteNNPrjrvHyoI5CsQn03VSxTJvP4qFvx/19HzwjZG1p+MHWn9GVyzOI6LonRnhgZg2dYEVWGjCAhouoamadi2Tb5QmJXvoizLVKbtsXkikWQygWXbdZUxW4ksyx2dxzYTkiTiBiwKeSTTA8BFaYfENDFHlKQjPhuu4+C88gLWlgdwD+we+8XGsxBf+2ZYsy6Qg38Y0Gam7QEtyFEHrutWewezr88nNYlj0xo7Rz35/vrFs/sgFU86mfLKFeiv7qL36Wc51EUyftd1utf3D7AMEz0SadgGR0BA13VUTcWyLPL5/Kw/G4LgWSPNNHR0vEgkl7MCLBV51kiFQudnsk2OgECw0x1ylsSzBU82/oa+6d8HSRSxqkFjSqHH2Zd4pcUWCD0aIeiA1smJCM0ybwIatL7suG5RlJ2jFXaMiKxfPLsDoYNL5uqr0P/fV0hve5HhDeuwo9EWrXR2OB3a61UvpmURk7wJzG4dpSpBENF1HU1TMQyjJYHMR5blajCb+cDii0RisTi5XK6u28wWpbrhu57XqROINfVlcAfmx3M92AicFHU4ITL94wqiiJnLYD75QCBCj0YIuocWZmiTEOSL4g+Zm32vxWPDwig/fXGEncOzfw6O7WCsO5nCyhXEXt1F31NPM3DO7GWqrcD/kgT9hakfF8uyUFRlWld7URTRdB1NVakYBtlstuXPp9HSpy8SiQckEpFVJfASZyN4+/eCUzjaLjxWFYO8fpreGYAzMkju4V9Q2PJwYEKPRpAkKfCA1m3jamYikB5aULRSug+wbqH3AR4oiBQMiM1iC5njemPnB664nOO+9nXSL25neMN6rHi8RaudHd7JgIzjdOfB0DAMNFWbNKBJkoSmaaiqSqXqs9iuDEWWZcoN+iP6IhFd1xsumzaGgKoo1WywO5EkecZybSt5oZggYyukJJfzU5N/Jjyhx/04r2zDmCD0eAvC6ee0VejRCK1qpzTyeHONeRXQ/AytVSR1mZUpjVczXh9t3aLmyySO7SBKIsXjjyd//PHEX3mFvq1Pc/D8I2WvncC2bGRJolsH6BqGSSQSmZBFHmEYPJpp894vAUkSm6gAjIlEbMtuaItAI6iqgmM7XZple8iSRDnA2XGPZLzs7HW9zsRBnlMIPfSzzse46OrAhB6NIEkSZoBf0DCgHYbrui0NMDPhOE7LH2/dogivZirsGBZZt6j5syPbsT2HBGDgisuJf+WrpLa/xPDG9ZjJZKuW2zSWbaN1o4tJDRfDMNF0HcMwiExiGNxu/P1dzTzWRJFIri1BR9PanQHOHkmWsArBbCkYMFReLscRcbmq6ts4ndBDueqt9G44jYMHDwayvkYJuiUQ5LG7VbQ9QwvyRbFtG1Vt7UF5/aIoP/vtKDtHZne25jpeLVoQBUorV5Bbs5rEb7fTt/VpDlx4fotW2zy2bSFJ3bOVYDJs2yIajaIqCuVy+QjD4HYjS9Ks9ne1UyQiyzKCQFf3z0RRrKqRgzko+76Nr0m6LLALmI9O4ehx6esRUj0out5xy7LpkOrc9N3Kx+u2LHUmwpLjDKyr7kc7mJ99H82yLWRJxnRMBi6/jMRvt5N8+RWGN27ASKdatOLm6GZhiCIr6JEIguCVRi3HrhoGB4ssy7Mu+YwfN1MoFFq0MohEooGW8ppBkoIThFQckSdzaQCu2n0/lZ/+4jChx5sQzrtsgtAjaMFKo3SjU0i30Xa3/aBLjq1+E9K6zPKUF8VenWWWZllWbVhdedkysiediOC69G3ZOttltgTHdpACMAKuF0VRSSSS6JEIlUqZbDZLvlBAU9WOfNlms7l7PMViCVGUambIs8V3+J9OAdoNjG15aD/P7hOpuBJLi4dYt+VnXjBbuQrhfX+L+K9fQbzs9UeoFhVFCbRH1QiiKHpTCkJRyLS0fcVBlxzb8Xjrq1maZ4PVPOMDGsDA5ZcBkNixE3WGSbVBYFomstL5gKaq1UBWVQXmctma84XrOlQqRsuCQb34X+7WnCG7FAp5NE1DkZVZ31v71ZOtQZbltgliAHAc4jtfZflPfsajI17F43V7H0LcOH50y/lTqhYVRelah5Wgy41+AJ1rzLuSI7T+zV+/KMrPt8++j2ZZ1oQDcWXJEjLr15F69jn6n9zKvssume1SZ4VpmsTjcTozorJ+w+ByqUQylUSRlfYeIMfR6nKU4zgUC0WiseisRCIRPQKu29W9M/COA6IotGyP6HgEyyK1/SV6nnseNZvjudRx7I4tRnNtLv3DtyOtXDnzfQhCS0rK7aJV1YF6mYvZGQS0sTpIyxY/C2ppQPP7aDmBognRJk+qLcvroY1/PQ5ddinJ554n8eoutKEhKtXx5Z3Atm1PmSrLs/I6bIzGDYNdXIrFEpFoBCtrBaRwbP0BxbRMKpVK0yIRSZJQNbWr9535tKOcJ5XKpF/YRnrbNuSyV261IhFuO+1aAC5e3UdiZX2jMlTVs0frpmnQ4wk6oM1FhSMEUHKEYF+cw8t6rSAdkVmWVHERZtVHcx0X27EnrK+yaBGZjRsA6O+CqdamaaG2oAw2E77PYiqVRFEU8oUCuXyu7i+taRpYlkUkGowyU5bac0Apl8s4jk0s1qgNmkA0GqvevrtEPJOhKmrLXj8lk2HRgw9z/I0307/1KeRyBaMnzf7XX8Nv/uJv2CIsAeDqNen677OL+2cQvGDFn/k31wikYRLk2UU7Ahp4Zcc9WYMdwyInLWz+g2Wa5hGljUOXXUrq6WeI796DPnCI8sLJZwcFgWkaRCJRaNPYkyMMg2fhfF8qlkgkE6ja5A4irUKobahuzwGlUCg27CQSiUaq/cTuFoJA9fWTJcz87AJG5OAAPc88S3zXbvzTytIxxzB4wflk150MksRjL4s4rsDJCyIc21N/n3UuBLTJBmS28/HmIm1fteu6gb44luXtVWo16xZGubNFfbTDXw+jv5/R006l58kt9G/Zyp4rr5jVY8wGy7KRJLHlEuF2GAa7uBQKBeLxOI5tt+2kSa4a/rZvz5snEkkk6nMS0TQNWZLJz4FSI4CsKNiW3Vxp2HGI79pN77PPERk4VLs4d+JaBi84n+Kxx0JVvGA78MQerxp01Zqehh5GURSKxW6dUEBLPWrrfby5SGAZWlDYtt22DA3gQE6gZEJkFn20yRR6hy69hPTWp4jt3UfkwEFKixfNZrmzwMU0TRRFacnZf7sNg23bplgsEYvFyGZzbdm0G0SFoV6RiCzL6LpOLpcLpHfYChRFxmhQtHK40APAkSQyp53K4PnnYSxceMRtXhgQyFUE0rrEOcsT9T9WVRDSrQpHX3EYZEBTFCVUOU6G/2EJCsuyajvcW1kD7o3ILE2o7MsZvDoicOLC5u57MmEIgNnby8gZp9P7+BP0P7mV3Vdf2aqlN4xhmOi6PquAJopeRhaEYbBpGlQqIvF4nHw+3/LHkWU5kE3LM4lEJFkmFotRLBTnRN/MQ0BVVbLZbF3Xlkol0i+8SPqFbciVMaHHyKbXMHzO2ViJqQPVo7u9rOK1q9IoUv0HY0VRul4QEvSG7zBDm+5BAgxojuNg23Zb9pRsWBRlX85gx4jIiU320cYLQw6v2R+65GLST24heuAA0X37KS5d0oJVN45pmkSjkaa2P0iSt2E4OMNgj3K5jIDQlqAWpP9guVye1ElEkmXisRjF4tTbGboRVVOxLXvGAKxkMvQ++zzJl15GrH7mjJ40Q+edx+gZp+No04+MP5gT2DkiIgpw5ep0Y2tU1a7unwXd35uLllc+gUQaP2UO6gzIL5m1OqCtWxjhFy/Nvo9mmt4G5sM/pFY6zchrzqLv4Ufof3ILu5YsrvUHgsUzAlZVjVKpvr6CJMsdMQweT6lcIgIkEl5Qa0UWI8kyjhPswMzDRSKKrBCNRb1g1uX7zQ5HU7VphS71CD3q4bHdnmB707I4/Q3uq+l2QUjQAXeuCkIgoIAGrfHBqxc/oLUav4+2PytQNkFv8iHMakmvVDxStTR40UX0PP4EkYFDxPbspbB82WyW3DSGUfE2WZcEphNDyLJMRI8gSmJHDIMPp1Qu4bgOiUSCYqE462xGDrgZ7zEmEhFEEVVRWvJcgkaSJERROPJ734DQox7KFmzd7wW0qxsUg4AnsunmvXxBC1ZkWZ5zgz195mVAMwyDZBtGsvRFFZYkFPbnTF4dFVi7oLkDd6UaLARRwHUm3oeVTDB89ib6H3iQvi1bKSw7piNZmm3bOLaDqqmTSuLHGwaXKxWMvEEnA9l4KpUKju0QjUUpl8uz6gVKkoTVAcNax3FxbAdNVcnn8x0IqrPH204x9rloRuhRD1v3iRi2wLKkyoZFjSmcNU3DcZyufX074WASZmgzELR039/r1Y4y5/qFUfbnMuwYFlm7oPk+mmVZnmCifOTBdvDCC+l57HEig0PEd+0mv3LFbJfdFOVKBV3XJwQ0RVFrKs1Kpdy1yjDTMsnlcsRicRRFoVAoNlU2lGU58L1ekiwTjUS9fWblCpFItOXjZtqNgICmqmQy2VkJPWbCdeGxqhjk6jU9DWcV3e6D6QtWghQBhQGtDtpRApwKx/Gm9rajj7Z+UZS7Xs7Muo9WMSpTBjQ7HmP4nLNZsPk++p7cSn7F8o5kad4ma0/gIYoimuYFsnK5PCd6OY7jkMvliOg6yWSCUrnc0AZsQRADHnsvEKluOh+/1pgkEo1Gunqf1OFouoY7cIiFjz8xqdBj5MwzcFswu3DHiMChgoAui1xyfONVGV3XGekCY/Cp6ER/b65K9iGggCYIQssHb85E+4QhXkljX1agbIHe5CtoGMa0G8CHLjif3kceRR8ZIb7zVfLHHdvcA80Kb1xFPB7Htp1pDYO7F5dSuYRhmUQjUbSq0KWeElOQDjeqWvWzdJwj9tP5IhFN07rfGcR1iQwcYuG2F9FefqUm9CguO4ahCy4ge/JJdQs96uHRXd59XXJckqjS2P36B+5urTJAZxSOc9WYGALM0ERRDHQEgmEYqKra0iGKAAtiCovjCgfyJrtGBNY02UfzpcyKqmAaR35g7WiUofPOZeGv76F/y1av7BjYB80zDNY0DddxcV13jgazMWzLIpfLomoa0WgUx3EolcvT2m4FMb/L70WCZ+U1+Ws8zkmkjY4os8IXejzzHJFDY0KP7IknMnTBeQ0LPeohU4Zth7z7bEYM0u3lRvBOdIK0vAqyktYOAi2WKooSaECLxWJtue/1i6IcyGfYMSKypsk+Gnhr1FRt0oAGMHT+efQ+/AjaaIbEjp3kTji+6ceqBwEBTdfQNK3qwFGs9fr0SAQzN3cDmo9RqWBUDHRdIx6L4dgO5UqlehY88eRElmXKbTiYCNVROarq7a2qpxfpO4m00xGlGWpCj2efR60qBV1ZJnP6aRw695ymhR718MQeCccVWL8wwor09PvUJkPXdfL5fBtW1hokSUKSpEAzSFVV56zCEQIMaK7roihKYGdEhmEgimJbykbrFkb51csZdg7P7k03KgaJZAKm+E45us7QBeex6Je/on/LU+SOO7YtWdpMhsGGYaBpOoqizone2cy4lMtlyuUKqqqg6zrRaATDNLEME7P63D1D4tZ8dgQEFFVBUZRao7/RrNe0TIyKQTze3LiZVjKV0KNwwfnkLr6QDO09IFoOPLGneam+JEneCUsXZ2j+/rMgHUzCDK0Bgn6x/LJjqwOaPx9tX06gYoHW5KtommZNljvVGofPOYe+Bx5CzWZJvvQy2TWrm132ETRiGFwul9F1fZ4ENB8XwzAwDANJklAUr/wXk0Rs26mpcy3bbjgj8krsMrLs/fjB0TBNisVS0xlWqVwiLksdE4lM7ujRw9B555LZdBY9ixaTGxn2nILbyPMHRfKGQE9EZlMDvo0+mqZhGEbX2l0BHemZzmVBCAQY0DohDKlUKmia1vIv/sK4wsKYwkDBZNeowOr+5r8UhmHUMqPJcDSNwYsuZPHP76Rv69NkTzh+1k31ZgyDTdOoZnHtHdXSKWzbxrZtz0JL8FSF4Nl4SbJUvY4Drmdd5sJYgiSAKAiIgoggCoiiiOu63n1adjUTs2hVRlXIF4gHKRKpCj0Od/Q4XOiRSCa8+WxtDmYw5gxy5aoUstj4AXiu9M8ymUxgjzfXBSEQcIbWCWFIO/tov37F66Ot7p9dHy0aiVIsTB10hze9hr4HHkDN5Ultf4nMiWubeqzZGgaXSl4PZ/xm2fmI6zoIgjChtyUIIqIk1oKWALUzWddxsQHXdnBcB8dx29rjcoMSiTQg9JBlGVVVGR4ebs9axnEgJ/DqqIgkeEbEjeJtQdECDRaN0on+2VwvN0LAAQ2CF4a0q4+2fmGEX78y+z5apey5hkwnz3VVlcGLLmLJT35K31NPk121CleuP0trlWGwZVnelOhIpG6Px7nK4fOnXNfBthyC9wyZHMdx2jY2ZzKhx0yOHolEglKpdITzTTt4tJqdnb08QV+Dvo0AkUgEwzACd7BvhE70z+a6IAQCDmiu66Jp05uVtpq29dGqFjt7s7Pro8H4/tTUAoGRs86k//77UTJZUr/9LaMnnzTj/bbDMLhYLJFMJjDN4PZoBY0/OqPbR7SYpoFRkVomEmnW0SMS9bYdTFdlaBUlE57a17wYBCAajXa1uhE60z/TNG1OBzMIOKAJgoA2wxiIVuMHi1b30RbFVRZEZQ4VLXaPCqyaRR+tXC6TTqcR8lNbdbmKwqGLL2bp7XfQ99TTZNasxp3CoqadhsGu61AqlYhGo2Szc8uOqV6kADdUz5ZWiETGhB4vIVb7X0ZPD0Pnn8fIGadP6+ghyRLRaJTMaDDlu637RExHYEVKZd3CSMO3V1UVSZIC3dvVDJqmBVK+9Ql6bmW7CPwZ+DZKQZ39lstlkslke3wdF0W5Z0eWHSMiq2bRR7MtTzwwU/Y6esbp9N93H+rIKOkXtjGyYf2E3wdlGGwYBoqizNvSY2cc9punKZFInUKPmUgmkpRKpUBer9n6NoKXnXW7hZgvngvSIURV1TmfnUEHAhp4L15QZUe/ad6OUqcf0Gbr6whe4I1EItOu0ZVlDl16Ccf86FZ6n3mW0RPX4ipKRwyD51Pp0XWh6EiMWgojloJkxjhBHSZYTW7zuLgUi4WqRdkMIpEWOnpEY17ZPYhSI8ArwwKDRYGILHLRcY37NgqCQCQS4dC4592NzHZafDNomjbn+2fQgYDWiT6aX3ZseUCr7kfbmxEwLFBn8WpWKhVi8diM3m2jp55K/733oQ0N0f/ibymfcw4QvGHwXCo9Oi5kbZlRS2XEVBi1Jv6MWCqmO1GuHBVTXNpziE3JEWShe5+bj+fsMrVIZHqhx/kYCxc09HiSLBGJRBgdHW3VU5iRR6vZ2aXHN+7bCHgKXcPo+hOwTsxnmw/9M+hAQOtEH61SqdDT01wDeToWxRX6ozKDRYvdGYET+po/8Lmu516hR6YXhwiyTOaqK1n4ne+RfuoZXj35ZIwm9uG0Ar/02GkneNMRyNgKo6aXYflByg9YGUvBqcO5okd2WaQJFByB3SWZnwwt4aFML6/rHWB9LNuZ4eENMJlIpB2jWwRBqJUa2+116TNagm0D3htw1SzEINlstpXLajm+g0mQGdp86Z9Bh0qOQffR/BKcqqotLccJgsD6hVHu3en10U7om92Xu1Qq0dvTS0EqHLE5VRAE9IhOJBLBPPtsKnf9Cu3gAImnnmbotFNm9bizoVgotn2Tb9kRa5nV+EDlB6+8PbN0W8KlX4GFqstCxWWhSvVv7/8LFFBF7yzecl1u21PmOwclhi2N7w0sZ7lW5Oq+gxyrd3f/xReJJEyD6GNPNCX0mIlEMoHt2IGVGgEe3yPhIrBxUZTlqeZ8G4Gu30ztlxuDluvPh+wMOhTQINg+GnhZmq7rbZmPdu/O7Kz3owE4tkPFqBCJRCjkvSkBgujV/SORCJZlkcvlMA0T55JLWP6DH9Lz3HOMnHwSjtaZjs/4Tb6O7TTsyO+6kLflWnA6vBQ4aimUnZnLS5pwZJDy/79IdemRQarjLVIUBbNY5Kpeh4tTDj8alPjRIZHdlShf2XccJ0ezvK73IAvU7rUAM/YdYOUdP0asftZrQo91J8/aCzQaiyJJEqMjoy1YaX1YDvym6tt41Zp0U/cRi8VaPnmjHei6HrgCc770z6BDAc113cCtZ0qlEqlUquUlB38/2p6MgGGDOstRT+VSmWTKK+dEIpHa/rRsJjuhFJldv47yokXoBw/S89zzDJ1+6uweeBb4TvDRmDdZeXzmbbuQtSYvBY5Uy4GWO/NBNilNDFILDgtaSakF00kO89WMSPDORTZX99p8d0DiF8MizxeTbCsmOCs5wuU9A8SlLtuc67oseuBBRMPAXL6cA6+/muyyZS0Z3aLpGpFIhJGRkUAziOcOihRMgb6IzKZljZdIfUPoIGXwzSCKIqqqBj5wVNf1eRHMoEMBTRCEWgkgKCqVSu0D08osbXFcoS8iM1Sy2DMqcPws+miA5xPouvT29FIxKmRGM5M3sUWRgcsuZcX3vk/Pc88zsu4knIB7kwCGI3jBqaiSz6pknWMYKLqMmJ4II2vLuDP0rwRceuXJy4GLquXASOtmQk6JLMu1aefj6VXgQ8fYXNtn8/UDMo/lRB7N9rIll+Ki9CDnp4ZQxe4QjqS3vUj0wAEcRWHvu96BtmIF4ujorP0VZVkmHo97vp8BeDWO59FdVd/G1WmkJvrFiUSCYrHY1UbE4DmYVCqVQDf0+z27+ULHnokoioFPY/Wznlb30dYtinJftY92fJN9NEmWvInKmoZhemKLfC4/7Zcwd/JJlJYsJrL/AL3PPMfgmac3+zQmZbycfXzPatQcy7IKzswfIVlwWahMXg5cqLr0yaB0gSeqIsvTfh5X6PDJYy2ezgt87YDESyWJu0YW8Wi2lyt6Bjg9MUqH9DkAKLkcCx7/DQAHX3clhVgcoWKQSqYYHR1t+oAuiALJVJJioTjl7L52sS8rsDsjIovN+TaqqoqqqoGqMZulEw4muq7Pm3IjdDCg+WXHoANab29vy01JN1QDWjP70XynBU31tjIMjwzj2A7JVJJoLFrrpU2KKHLosstY8Z3v0vP8C4ysPxm7gczXcSFny+OClTpBKThqKRjuzKlRVPQDlZdlrUjoLFBdUnaJhYpLWqajB/p6URQFo47P48a4yxdPsLgvI/LNAxIHTYUfDR7DA5k+ruo7yJpIPnhFpOuy6IGHEC2LwrHHMrzpNQDk83lS6dQ45WNjCIJAOpXGNMyOuGv4rvrnLE/QE2n8cJVMJsnn811vY+aNGJICF60EXSlrNx0LaH7ZMcj9FoZh4DhOy/t36xaO9dFMG+rZIiPLMtFYtDb0dGh4aIKxa6FQoCfdQ6lUmrbEkzvpREpLlxLZt4+eZ55j8Kwzar+zXGFMZDEhUKmMWApZS8Zm5tQoLVezqgkqwbH/xw97voJQJJVOY1kS+YD308wGRVHq3n4gCnBx2uG8pMOPh0R+MCBx0NS54cBKTojkubr3IEu14A5OqRd/S2x/tdT41jdPEH9ks1l6enqqzi71ByVBEEilUli2Ffi+KPB8G5/e37xvo6ZpSJI0J8QgvqlCkGVRf6TXfMnOoIMBDbwDSJDjZGCs7NjKgLY0odATkRkpWezJCBzXO/WHUlEUorEosixTKpXI5XKTOpTblu1tto7GpjyYlC0YLYm8et6bEB7cwkCpl537ljDs6lU5+8z9K/FwOfthQWuBAlqD5UDXdcmMjpJOp4nH411vBAtjhsSNbrpVRHjLAocrehx+eEjijiGRl0tx/mdvjFPjGV7bO0Babm8VQs7lWfjYEwAcvPK1mH19E37vOi7ZTJZUOoVlWXVVRfxg5rgOuWxnTkq2VH0bj01rnLSgcd9GPzvr9t4ZeAEt6HE280kM4tPRgOaXHYM8gyqVSixYsKCl3o7efrQI97+aY8fI5AFNURVi0RiSLFEsFslmstM+vuvCwZECjpJi1yGJkYLLaFlgtCQwWobRkkDZ8j+Mx8KaY71/Hhanx8vZFxyWWS1UXPqU+uTsjeK6LqNzKKgpijIrB4mEDH+8xOb1fTbfPCCxOSOxJZ/mmUKSc5PDXJw+RERqQ9nLdVlcKzWuZPjsTZNezbIsCvkCiWSC0RlEIuODWTbTmY3IjjvmDNKMb2MkEkEQhDmRnflZUtB2V/OtfwYdDmhA4AHNP0ONRFrrbrF+UZT7X82xc1iEE8YOFqqmEovGEESBUrFEOeOVFWwHchWqAWosSPlBK1MGyxGAAjB1DTOuiiyIKSywCyx4/hEWGBmWnn0hCxM6i9QWydmbZEJQSyS6uvwot0igtFiFj62weXPR4foDEs8URO7L9PNELt0WK63Ui9uJ7d+Poyjse8ubp91nVi6XkWWZZCI5pUiiG4IZwMtDAsNFgZjSnG9jIpHoSJm0GaLRaEf6k/PF7mo8HQ1o42u4QZYFikVv8nJLA1q1j7a72kfTdJWSE2F/1mFgV5FDWasatCRGywK5CjjuTHJ26InIHJOO0qsL9EUkFsYUL4DFFBbE5Jqnneu6OM99C3ZtQ+oxUC68pmXPbTb4QS2VTnsHmXzeSz+7DEWWybewDL0m6vKZ4yweywl8/YDM7opvpdXHlb0H2dACKy05n2fhY48DcPC1V2D09894m3w+T9p/Lw474AuiJwCxbKtjZUafMd/GFLrcWM07Fovhum7Xj4iBzhkma5qGOMtN9t1IxzM0oOXZ0kyUSiWSyWRLtw0ck1RJ6xKjZZvP3adSMgHGf6GOzLJkEfqjYwFqYUyu/u39vz8qo0giiUQCVVUZGhqa8vEFQUB84+/jfOEfsZ99HPn0CxDijZ/ZtgO/p5ZMJkmnUmQyma7qawiCgCRJmC02rRUE2JR0OTNhcteIyLcP/v/be/MoN8or//v71KaSVCrtrcbGNsYLS9gxa2yWYDYDZicQkoGsMCSQQJKZZCa8GSbjczJhZ35J5pd3eE/mDIGEZEgIIWwBG9uJscEsZosXIOCFbrX2Xart/UNdZbXdm7olVUn9fM7RafemeuRW1bfufe79XhYpVcAj8TlYP10rrcZU47x5SJ1y8qR/NZvLIhgMjiiO4jgOsl9GrVqzPT2cLgPbhqbm20gIgSRJXVGmD9SjMzsMk91ud8+lG4EZKmjm3ZvX623JG58QAq/Xi2ULo3jirYFhMQNEjtlPpPb+m0PQzYGZxBuqUCigr69vYr/Ew44GFh0ObH8H6isvgj/jomm/tlZhGAay2SwkSUIwGEQul3OM6znP81A1rW2RI0uA80I6TvfreCzB4H8T7LSttPzbtsO752PoHIc9l4+fatwXQzeQz+Uh+2VomgaGZSBJEoqFoiO8Dl/eWfdtPKbfg9lyc5ZukiRBVdWO70dNFbumZ/diQQjgAEEz3fc7Xe1YLBYRjUbrzgdT7FExhczr9ULTNHzxuCiW9PGQXSyiXh6SwLTkTWMYBvL5PPx+P4aGhsaMbqwo7e7vQXv7FXDHLwPxBaZ9/FZSKBQgiiL8fj8KhYIjLjwcx0HtQD+kmwWujek4P6SPaqV1ViAOHzfxOcAVCogOVzXGJ5lq3BdFUVAsFCH761H8vtZqdqFowObdpm9jc9EZx3Hwer3jZjKchCAIYBim46lRURR7Mt0IYBJNSB3AMAy43c2X5U4HVVVRq9Xg8Xia/l2GqacBY7EYXC4XMpkMEokEiKbgmAO8ODgkwudiW3oHVCqVoGkafBOM+yCHHgUcciSga1BfWduy47eSSqWCbC4HSZLg9XrtXk7HHWtMK62fLFJwkk+HDoKNuRDu2rkIL6QjqOnjvG8MA/1/3gBWUVCaOxfJU0+Z0hoIIRCGDa01VXOEmAHAW4MMSgpBxMPhhNlSU78bCARQKpUc81omotX7+JPFTDf2Io4QNABTEpbpUiwWmzouwzCQZRl9fX2W2WkymexYlJHJZODxeKwR7WOuc+U1AADtnc3Qc501Op0sqqIgnU6DFwT4/X5b7xg7LWgmc0Xg+wep+OF8BYvcOmpG3Urr7p2L8HIugFHaE+HfvgPe3Xugc9x+DdSTheM4BIIBAEAqWTfsnehGqVNsGvZtPK9J30av1wuGYbqmspFl2Y5XeAP1a1ivphsBhwiaOWCu0yaZ5n7BRPYvLMvC7/cjFouBZVkkk0mkUqmWj6KZCE3TkM/nEQgExn1DksVH1PfTdA3ay2s6t8Am0XUdmUwGmqZZRQqdZixD4k5ylGTg3gUq/mGOihhvIKfxeCwxGw/sWoCtJcna2uMKRUQ31qsa42cvRy3a3JRpoD7+xR/wo1KpWL2Q2VwWvMDbboO0O0uwK8eAYwjObsK3keM4+Hy+aflVdhqv14tKpdLx953df+N24whBA+ppRzuitEKhMObdKcdxCAQC6OvrAyEEQ0NDSKfTtqY0isXipFKPzMrPAAC0d1+DnnXw2AzDQKFQQC6Xg8fjgSzLHb17bFX/2XQxrbR+tljBl/pVSKxhWWk9ODAPuysuxMxU45w5SH7y1Kaen+M4BINBCHzdqLdc2rtvYxaJeCUveH7iYantwvRt/ORcHwLi5G9uzVRjp28wpwrDMLYVg9hxje0kjhE0sx+j05RKJTAMA1fD6BXz5I9GozAMA/F4HJlMxjFVeZNJPZKFhwFHHAcYuqOjNBNFUZBKp6EbBkKhUMfuJPmG+WdOwLTSevAQBZdFNHDEqFtp7VmIB31LMegNY/fllzWVarSismqlHhGr+xeemEUiPtkHYoOTdKkGbBlo3rdRkiQQQlo+57CdeL1e1Gq1jt9IsSzbc96N++IYQQPq/+EuG2Z6FYtFSJIEnucRCoUQiUSgaRoGBweRzWY7Wn05GSaberSitL++Dj2T6NTypo5hoJDPj4jW2r23xvN8y/vPWoGPrVtp/WyxgjO89dT4i/3H4+YTvoUnMv1Wa8h48Dw/ZlQ2GpVKBUpNgV/2t+IlNMWrexioOsHBQRcOiUzuZsac0dYtPWfA3spou6KzbknJThVHCZpdaUdFUSAIAsLhMBRFQTwen1Y5fycwU4+yPHbzNJm/GDhyCWDoUDet6dzipokVrek6QqGQdRfeahiGAcMwHSnZnyox3sA33noIP9r8AI6o7IEKFuv/xuLe9Tz+8iEDdZS3KMuxkP0yZL88blQ2GmZRhSQ1V2E4HXQD2DQF38Zuq2oE6qJiVljbcexejs4AhwmaOVKmUxVvLpcLkUgEwWAQtVoNtVoN+Xze0ULWSCaTgdvtHjf1yFxcj9L0bW9AT3XWXmdaDO+tpVIpEEIQCoXqNzstPCGna0jcCbS/vgb9w21YWB7ED85fiO+dfiAOlAWUFYKntnJ44M883hxgYBgAM+wqEwgEoGkaUsnUhFHZaGRzWQguoWNp3x0JgnSZQBIYnHbQ5NxtujHVCMA2o25RFK2JEr2MowTNpN1RmiiKiEajCAQCqFQqGBwcRDqdhiAIXTWOfDKpRzJvIXDMSYBhQH15dYdXOH10XUc+n0c2mwXP8wiHQhBbtNdqV7n+ZDEKOahr/wgAIBd/BsysuTjhQAkPXDAfXz2pH0GRRbpM8OgWDv/1igsppS4G6XQaxUJxyumlxiKRTpwPpm/jWQf74ZqEb2M3phqB+nVN13Vb3FhmQroRcKCgmTnmduB2uxGNRuH3+1EsFjE4OGjNS9J1HaVSyTH9OJOlWCxCVVUEg2NvpDMX1fvS9G1vQk8OdmppLUVVVWSzWeRyOYguF0KhkDUiZKo4pcJxNAzDgLL6caBWAeYvBjn7Eut7LENwzsIAfnbpIly/ZDbcPIOP0gbu/lMJ/7m2jMHc9DMMiqKgVCxB9sttLRJJlYDticn7NjIMg1AohEKh4Ni/3VjYFZ2ZtQm9nm4EHChowN6mw1bh8XjQ19cHn89nCdloHfqFQgEul8vW0uWpkE6nwbLsmPtpZO7BwHGnADCgbuq+KK0RRVGQyWSQz+etfU9JkppPpxACjmUde1HU//o69L9tBTgOzPW3gDS8PtewoM+bfQA+f9Ic/L+XLsa5CwNgCPDXIQb/5y88nniHRWGa/f7lcrntRSKbhn0bjz3AiwN8E/s2BoNBKIpiu4Fys9g5AcAJbjydwpGCZhjGtP8IZqQXi8Xg9danPsfj8XGtZnRdR7FYHLfQwokYhoFUKgWPxzNm64MVpe14C3pioJPLawuKoiCbzSKdrjuhBAIBBAKB+o3QJO5EeY6DpmmOTMMYhRyUdU8CAMjKz4DMmguGqRsI9/X1IRAIQFEUDA4OIpPJwMcDN53UjwcumI8TZkvQDYJNu+qFI2veZ1CbRpFuO4tEFK1e3QgAKxYHJvx5v98PQkjXpRrNCQB27PcRQmZEMYiJIwXNNCyeSv7efPP09fVZY82HhoYmfWdUKBTAcZwt7QPTQdM0pFIp+P3+USNMcuBBIEuWAgDUTS90enltQ9M0FAoFJFMpVCoViKKIcCgEn883bprFqeX6VqqxWgE5aBGkSz+LcDiMWCwGQRCQy+UwODg4avHSHL8L3zvjQKxaPhcLQyJqGsHzOzjct57H5l3MqFZakyGXz7WlSOTNAQZlhaDPy+H4WeMLpsfjgSiKSKfTjrwJGQ87JwBMNy3fbThS0IDmo7SxDIOb3YA1hqvrui1KA4BarYZcLodQKDRqpSi56GqAEOjvvQN9aI8NK2wjhoFKpV6ibjbBu91uhMNhBAIBuN3uEWlJnuedWa6/463hVCOPvm/9K8ThacaDg4NIDYv2RBwR8+DO8+bhm5+chT4vj3yV4HfvcPjxBg7bhkjTU3J0TW95kYhhABt3mr6NwXF9GwVBgCzLSKfTjusJnQiGYeD1em2rxpxJ6UbAwYJmhsoTlfC3wzC4WCza5lwyXUqlEiqVCkKh0H53ZmTWXJATTgMAqBt7J0rbF03TUC6XkclkkEwmUS6XLRuzYDAIyeezPBxb2QbQNISA43m43W74fD74eRa1NU8AAPhLP4ukKCGVSqFUKjXdSsIQgtMOkvGTi+bjC8f1QRIYxAsM/uc1Hj/fzGFPrrnX3eoikd05gj05BjxDcPaCsffoWJZFKBRCNpvtGmurRiRJQrVatWWv1qwHoBGagxgrd99uw+B8Pt91FY8m5kToQCCw3/fIRZ8GCAP9g79CH9zd+cV1GMMwUK1Wkc/nkUwm68UEw5N6JUlCJBxGYFjkRLcbHM+3vg+SEDAMA75BvILBIKKRCHySBI7joCgKEo//D4xKCZi3ENpZK1uSWuNZBhcfFsL/XbkAlxwWAscQvJ9i8NOXePzmTRaZJmoUzCKRVmQvNg676i+d54M8hm+j2X9YKpVsKaaYLizLWvv3duDz+bouPTtdiOHwV2wYBgYGBqw/jNmD4na7US6XUSgU2tYcG41GrWN0GwzDIBKJoFQq7bd+/cF7Yby0GsxBh0C46HM2rdA+RFG09qMIIeB53pr2wLIsWLY+y07XdWi6DqPhoxkp7XvSmPfApvvIvg/DMKBpGlRVtR6KqlpTsrWtr0N59jcAy4G5/V6Q2fPa8toHCzU89EYCa/9WT4FxjIGT5+o4bb4G9ySKewkhCAQCqCk1FAtTG31SrAF3reWh6gR3njsPiyOjZ0KCwSAYhumagZ37EgwGoes6stlsx48tCAIiUxj82u10RRexJEkol8vw+XwQRRGlUgnxeLzt+fRsNotQKIRyudx1uXtd15FKpRCJRKCq6oi9F3Lhp2FsehH637ZCH9gJpn+OjSvtPI39Z4ZhWC4xjZDhqKrxwbIs2OE9pH2TOKbAGboORVVHiKCm6xhv48oo5qG8OFzVeNHVbRMzAIhJAr75yVlYeWgQP39tCG8NlrD+byw272ZwxsEaTpyjY7zeZnPcTDAYrBc6VJpP7W/eXfdtXBgSxxQzWZbB8zyGhrrI3aYBl8sFl8uFeDxuy/ElSYIxnImYSTg+QgPqJ5FhGCiVSpaHYacwXTjM8vBuw+VyIRgMIpPJjBA1/ef3w/jz82DmLoJw8XU2rrDzBINBxzTmGoYB5cmHoX/wLjB3AZjv3gnSIbcawzCweU8RP38tjp3ZuqAH3QbOXqThiJg+7vYiL/CQZRnZTLapDIluAPeu45GpENxycj/OWhDY72d8Ph88Hg8SiUTX3Uia9PX1oVAo2DKRmud5RKcwK68XcPwemok5M6vTb/BcLmfdbXUj1WoVmUwGgUBgxGsgF3waYFjoH22HvudDG1fYWQghYFnWMSX7+vYtdTFjOTCfv6VjYgbU/y+WzJZw/4r9rbR+tonDh+mxFU2p1YtEmh03s22IIFMh8AkMls7bfy9OkiR4PB4kk8muFTNJkiznIbuO3wVxSlvoGkGzq/zU9BL0+zs/UqNVmOXswWDQMjIm0X6QT54FAFA3Pm/n8joKz/NQNW3cFGCnMEoFKC/+AQBALrwK5MD5tqzDtNL66coFuObICESOYFeWwX+9zOMXr3EYGmOrrFwuQ1XVpopETN/G5QsC+/k2er1eSJKEZDLpeNPosWBZFpIk2bJvZh5fFMUZl2o0mbKg6bo+rTuofcuQxyu8MPcz7Jq2WizWjV47OVKj1VQqFWtP0BK1C64CWA76rveh7/7A5hV2Bqf0n9UbqH8PVMrAnPkg511h95Lg5hlcfVQE/7lywaSttAr5AhjCwCtNfMOZLAI7kgwIgPMWBUZ8z+PxwOfzdbWYAfW9v3K5bFs6u1srs1vFlAXtjTfewLe//W1rM/2+++7Db3/721F/tlar4bHHHrNEa926dfjBD35gidquXbvw93//99i+ffu4x7Tzj5XNZqfmGeggyuXyCFEj4T6QpcsB9HZfWiNOcdjXt78F/f13AIYF8/lvdDTVOBFBNze+lVaD3phFIqIowiWOn5bftKt+7hw3y4v+Bt9Gr9cLWZaRTCYd8beZKubWhF1l+hzHzThnkH2ZsqA99dRTWLJkiXW3z/P8iIt9YxWiYRjYunUr7rjjDpRKJRx77LHYs2cPnn76aQDA73//exx11FFYtGjRmMczozS7Uo+1Wg3lcnnU3q5uolHUXC4XyIorAY6DvvsDaLvet3t5bcfs+bKTeqqx3kBNLrgKZI49qcaJaLTSWhRusNL680grLV3TkcvlIA331I1GTQNe3W36Nu511ZckyYrM7P67TAeznSGbzdo2T3GmR2fAFAXt/fffx5YtW3D++eeP+v1arYY777wTv/rVrwDU71xuu+02LFmyBDzPQ5IkfOtb38IZZ5yBDz/8EK+++ipuuOGGCY9LCIHP57PtDiSXy4FlWdtSn63CdNEIBoNwz5oDsuxcAID60vM9vZnM8Tz0hl4yOzAMA8qaJ4BKCThwPsgK+1ONE3FEzIMfnTu+lZZSU+rjl8YoEtnyMYOKStAv8ThuVv2m1Ofzwev1IpFIdLWYAXXjZEVRbGsAN5v2Z3J0BkyhD03XdTz44INgWXbUGVy6ruMnP/kJRFHEZZddBkVRcO2111oTZp999tlRn/fWW29FtVrFqaeeiptuumnM45sOD3aE9YZhIJPJIBQKoVqtdm0VFlDfU0un0wgGgzAu+yxK656F8fGH0He+B3buQruX1xZ4B0Rn+o63oL/39nCq8esgXHeMKjKttE6ZI+GP2zJ49K0E4gXgf15jcHBIx7mLNcxC3WLMLOc3GenbGABDCGRZhtvt7vo9M6B+wy6Kom09Z0B9724m9p3tS9OC9stf/nLMAg5N03DfffdhaGgIt99+O0RRtO6G77nnHvh8vnH3oB599FGkUqlxj28KWrFYtOVOuzH12K0OBibVarUuagctgHbOxaj+8TdQNz4PZs6CnjwxeJ5HzUZBM0qFenQGgFxwZX1OXZdhWmmddbAfv347iT9sTQ9baTE4+gANyxcVMP+AALyS13IS2ZklGMgzEFiCsxcGEQqFwHFcV/eZmTgh1djNbUWtpilB27lzJ5577jn80z/9E/7lX/5lv+//7ne/w8KFC3H77bdbaTnDMHDdddfB7XbjG9/4BrLZ7IjxJrVaDYqi4IorrsCSJUsm7Y7v8/lsK43N5XKIRqPweDy29Zq0imq1iqGhIQSu+jzif3oCxsBO6B9tBztvsd1Lazk8z9v691Je/MNwqvGg+t5lFyO5WHz+uD6sWBywrLTe+JjF24MMTpmXx8XHy3CJdScRMzo77SA/5s+OQdM0DA0N9UR62+5UI0Cjs0aadgox95G+8pWv4Be/+AUA4J133sH999+PRYsW4dZbb51UJWAul8Njjz2GF198EcuWLcOKFSvQ398/6XUYhtER+6uxEAQBoVAIQ0NDXX+XCdTvNPnf/wLl3/8STOxA8Ffe0FMniJkiTyQSthxf2/4WlKd/CTAMmH++G2TuAlvW0S52JCv4+WtxvDlYv2Hw8AZWHCligb+Eu9Yw0AyCn3/2eMzzsbaNUmk1oigiEAggHo/bFp253e5Rt35mKk2nHGVZRrFYTyVkMhn85je/wYYNGxAIBLB48eL9xMw0Zd23+mn16tV49913ce+991qVg2P97HhrscuSqlaroVQq2XqRbCWGYaB6+grgmd9BH9wFZtd7MOb0zl6andWNRrm4t6pxxZU9J2YAsDAs4gdnzRlhpfWbV6sQWBaaAXziAB9miTpyuakZGjsNhmFsTzUCex31e+nmczpMq/llYGAAiUQCP/zhD/Hoo4+O+jN79uzBrbfeCkLIiP90MzC88cYbR3ztsMMOGzWduS/mvLJisWjbnKRcLodIJAJZlnvirpPIAZAzL4Dx9P9Cfel5eBYdgWqTA1Kdip39Z8qLfwDKRWD2vHoze49iWmkde4AXz7+fxcNbEkiX6wUf5y30d+UImLEIBoMol8u2viazL5aK2V6mJWiHHnoovvOd74z5/V//+tc499xz8cgjj+wXuT377LN488038c1vfnPE15u52zFnftlZXZROpxGNRlGtVm0Zsd5qyDmXwlj9JJSBnWA+2gbp4MO7cnzOvnA8j6INr0Pb8Tb07W/WU41dVNU4HViG4LzFIVxy3EF4bMsA8lUV5x4aQ7nUG9GZz+cDwzC23sSyLGtrC5NTmVIf2mi9PAzDYM+ePVbktWPHDvz6179GPp8fdU9tLOFqZriiaTRrpyWVpmnIZuvjNLrZRcSE+GSQsy4CAGSe/z1YloHf7+/uE4cQcCzb8fJwo1yEsub39SWcdwXIvN5J4Y4Hz/OIRCIQGOC8g0Rcfbgffrk++qnbcblc8Hq9SKfTtha1tGLIai8ypQhNURRomjYid3v00Ufjpz/9KdasWQOgLkynnHIKZs+ePeJ3P/roI/z3f/83PvroI5x88snTWz32NltPZUx9qyiXyxAEoWf208g5l8B44Q8wEgNIbd4A/7EnIxQKoVAodGUUynMc1OH3aycZkWq88NMdPbZdSJIESZJQKBSsyF7TNKvnMZFIdG3fmblvlsvlbH0NLpcLbvfoc+RmOh2fh2YYBp5//nlEo1EcfvjhI0r4p/OcZqOwXRBCEIlEUKlUbPNyayX64w/D+MMvQUJ9ED7zNbhcIiRJgqIoKBQKXVVy7fF4wLAsCh38u2g73oby1CP1VON37wQ5aGxbt16A4zir2i6TyYy6X2mOhunWkv1wOAxN05DJZGxdR19fH907G4OOj48hhGD58uU4+uijWyJm5nO63W7LV9IODMNAOp2G1+vtidQKOXsl4PbCSMWhb38btVrNumEwfSC7hU477BvlUkOq8fKeFzNJkqybuaGhoTGLb8yhqt1YZm6aQtjV+2pCC0HGp2vmoU2EWSBiJ6qqWsM0J9t64FSIRwI552IAgLrpBRi6DsMwkM/nkc/n4fV6u2ZTutMVjsra4VTjAXNALry6Y8ftNBzHIRKJWBZWk8lMZDIZq6ChW3C73fB6vUgmk7ZGlrQQZGJ6RtCcUCAC1D0SC4UCQqFQUwUuToSctRLwSDDSQ9C3b7G+3hitNQ4NdSIcx1n9jZ1Ae+8d6Nu2AISpj4VpURbCaZhRmek0M9kbhm7LZPA8D7/fj3Q6bbuBAi0EmZjuvuLug1kgYnd01M2plUaI2wNyziUAAHXTGhj63hPajNYKhYI1AsSJd45cB6Mzo9KYarwUZH7vpRqnEpXtS7dkMhiGQSgUQj6ft70Yyu12Uzf9SdBTgmZid+oRqKdWCCHw+/12L2VakLMuBCQfjEwC+tYt+31/37010WHVV5102FfWPgmUCvVU40XXdOSYnYJhGMiyPKWobDQqlQqKxSJCoZBjL9LmVA3TGckuGKbeOtONhTSdpucEjRBizVyzEzO1IopiV89PI6IH5NzLAADqy6thjJJ2MaO1XC4HURQRDAYdUzTC8zyUDpRYa++/C33rG/VU4/W3gPDOTcM2gzndoq+vz3LIb1UVbz6fh6qqjsxkmDfFdlc0AvW17Ou0RBmdnhM0wDmpR03TkEqlIMtyV+wXjAU58wLA54eRTUHb+vqYP6coCjLpNEqlEjweDwLBYMsqWacCwzBgGKbtPUNGpQRl9eMA6j185OBD2nq8TuHxeNDX1wdRFJFKpZBKpVr+f5lOp8FxnKOKRHw+HwRBmHCUVSdwu90QRZGK2STpSUEzcULqUVEUa7/AycUT40FcIsh5lwMAtJdXw9DGv6iZc9YqlQp8Ph/8fj84G4SN5/n6BbjNqRpl7R/rqcb+A0Eu/kxbj9UJ3G43+vr64PV6kc1mkUgk2uaXahgGUqmUY4pEvF4vvF4vUqmUrabDAE01ToWeFTSnpB6B+n5BLpezBht2I+T08wE5ACOXgfbua5P6nUq5jFQ6jVqtBr8sQ5bljtqDdaJcX/vgr9C3vt4TqUaXy4VoNAqfz4d8Po+hoaFJzyecDk4pEhFFET6fzzFTtGmqsXl6VtAA56QeAaBUKqFQKCAcDnel5yNxuUDOvwIAoL6yZsIozcIwUC6XkUqloGkagsEgpAkml7eKdlc4GpVyQ6rxYpAFh7btWO1EEASEw2EEg0GUSiXE4/GOu8jbXSQiCAICgQDS6bRtUxkaoanGqdHTgmYSDAYd8cYoFAqoVCoIh8Nd2aNGTjsXCISAfBbaO5ub+l3DMFAsFq19iWAwCFmW27fHNmxI3M6Lk7Luj0AxD/TPBlnZfalGj8eDaDSKUCiEWq2GwcFBWyv67CoS4XkeoVAI2WzW9vJ8oN5ATVONU6P7rqpNQggBx3GOaUrMZrNQFMXR5cpjQQQXyIorAQDqyy/CUJsXC13XUcjnkUwmoSgKfD4fgsFgvdy/hf8fHMdZBtrtQPtgK/S/vgYQAub6r4MIzqjqnAiGYeDz+RCLxeD1elEsFjE4OIh8Pu+IC2ini0RYlrV6zZwyr828NnTb9cEJ9LygAXVR83q9jnGoTqfT0HUd4XC46960ZOk5QDACFHPQ3n5lys9jNKQiS6USRJcL4VAIkiS1JEXMc1zbyvWNahnK6t8BAMjZ3ZFqdLlcCIVCiMVi4Hke6XQaQ0NDKJVKjhAyk8YikXa3frAsi0gkglKpZHuvmYksy+A4ruuuC05hRggaUD9R/H6/Y/avzCqqbovUCM/vjdJemVqUti/VahWZTMbq+fH7/QhMM2prpyGxuu6peqoxNhvk4mvbcoxWYHr/xWIxBAIBKIqCeDyOVCpl25T3yWAWiQSDwbbtf5tiVi6XHTMdQxTrEy266XrgNGaMoJkhfCgUsnspFo0OG930JiZLlwOhKFAqQHvr5ZY9r6ZpKBQKSKZSKA9HbZFwuN7H53Y3te/YrgpH7W/boL376nCq8WbHpRo5jrN8Fs1m6EwmY6UV7fYjnCxmkUg79r9ZlkU4HEa5XLZ16nQjLMsiEAg4KlruRmaMoAHO208z0ytAd4ka4XhrYKX6yoswlBbf7RuGFbWlUinUFAUuQUAoFEIgGITH4xn3zt2Mwlt98TaqZSgv/A5A3biZLDy8pc8/VVwuF/x+P/r6+hCJRMDzvLU3lk6nHVHoMBVMAW5lP6kZmZmtNE7BFO5uuQY4lRklaMBeKx8nNHECdVEzx1J0054aOeVTQCQGlIvQ3tzUtuPouo5KuVxv8E0mUSoWwQxXgYWG99x4nh+RmrQaqluMuv4poJgD+maBXPLZlj//ZGEYBm63G8FgEP39/ZZfaDabxcDAANLpNMrlsu2Nwa0gnU63rJ+0Mc3oJDHz+Xzgeb5rzn0nM+MEDdg7O80J/Wkm5p5aJBLpipJ+wnHWrC9181oYtQ5EAYaBWq1mVUnmhivzJEmyUpMejwcul6vlgqZ9uA3aO2aq8RaQDnpVsiwLURQhyzLC4bBVoagoChKJBOLxuGNKzluNmcWQJGlaRSI8z1sFIE4SM7OZm4pZayDGDE3amjOynDYO3rTISiaTjt/vMDQN+v9zExD/GNwpZ4Nbcrpta2FZFrwggOM4iMMXPl3Xoaqq9VAUZUp/a6NaQfXhB4BCDmT5SjCf/lKrl2/BsiwEQQDP89aDEAJFUaxHpVLpieirGURRRCAQwNDQUNPnhcvlQjAYRD6fd0w1I1Df74xGowBABa1FzFhBA+qiVq1WHWFC2ogsy3C73UilUo5wLRgPfcNqGP/fvYDohuu6b4II9qZyCSEIh8NIJpNgOQ5c44NlR4icrutWr9p4PWvK87+tN5JH+8F8/z+mHZ2xLAuGYayPHMeNKV61Ws0RNkxOQJZluFwuJBKJSd+YuN1u+P1+ZLNZx/SZAfW0cTQaBcMwVMxaiHNybjZACIHL5YIsy45KQ+RyOWiahnA47PgSa3LiaTD++CgwsBvaGy+BO+EMW9fD8zzUYXFSFWVk6f6wewjH8/WPHAeGZcEOu/IbhgFd10c8qu+9i8o7mwFCIN7wbTANBUXmRdW8IDVemPYVrcaP5nE0TbM+lkolKIpCxWsccrkcwuGwZVE1EV6vFz6fz5GFMcFgkIpZG5jRggbsLRJRFMVRd3DFYtHqU8tkMh0xiZ0KhGVBLrwaxn/dDfW19WCPOhnEZV+UNm7/mWFY0dlomONmzAdRaig+/SsAgHvFFZCPP2XEBcj8tylsjVGDKVaNkWDjR8rUSKfTiEQikCQJhUJhzJ/z+XzweDyWI42T8Pv9EASBilkbmPGCBuwtEjH3WZyCWakWDAZRKBTGPYHthJywFMaTjwIf74T2+l/AnfQp29bC8/yUb0zMqMxEeeF30HMZINqP6vlXIpFItGiVlKmi6zpSqRQikQgURdkv8jKnxAuCgEQi4bh9aI/HA6/Xa/cyehbnl9N1APNOKRQKOa7CsFqtIpFIwOPxOMZkeV8Iw4JZeQ0AQH39zzAq9kW6HMe15KZE+2iHZe3FXHeLrVEnZSSqqiKbzSIYDI5w/mEYxppm4UQxEwTBarGgtAdnXb1thBBinRBOEw1VVZFIJKz1OU10AQDHnQrMngfUqlBf/7MtS+B4fr8oayoYtQqUF34LoD6tmxxyRCuWR2kh5XIZpVLJMiTgeR7RaBSKoiCZTDourctxnKNcinoVB14Z7cN0EnHiG0/XdWs/IBqNtm/syhQhDGNFadrrG2CUSx1fQ6uiM/XPzwD5LBCJgVz2dy1YGaUd5HI5y+Q7HA6jUCggm83avaz9aLxRdtrNcq9BBW0fCCEQBKHjM5kmSzabRT6fRzgcdsz0AItjTgbmzAeUKtTX1nf88K1w2Nc+2mH5UzLX3wIiOuz/mDICVVWtfVMn9ZiZEEIsswQqZu2HCtooEEIgiqJj892lUgmpVAp+vx9+v98xJ0o9SqsPutS2vASj3NkLzHQd9o1ada9X45krQA45skUro7QaM+oRBAGpVAput7vt42aaxeyJZFnWMedor0MFbQzMGWqt8JBrB7VaDfF4HBzHIRKJOMfG6+gTgXkLAaUG9dV1HTusWWo/nT4u9S/PAPkMEO4Duey61i2O0lJcLhei0Sg0TUMikUC1Wh21SMRugsEg9WjsMFTQJsD0B3Qi5r5apVJBJBJxRAqSEALmYjNK2wij1JlWg+kaEms737NMlpnrbqapRociyzKCwSByuRwymYzV+7dvkYjdBAIBuFwuR6xlJkEFbRL4/X7HuPOPRj6fRzqdhizLCAQC9p9ERxwPzF8MqArUzWs7csjpzD8zalWoZlXjGeeDHHZ0C1dGaQWmU77L5cLQ0NCovYZmkYjdWwVmU7ft5+EMhAraJAkGg47L0TdSrVYxNDQElmVtr4IkhOzdS3tzE4xi+ycCc9MQNPUvz8LIZeqpxstpqtFpiKJoleRPZE6cTqfhcrlsa16WJAk+n8+WY1OooE2KxsZrJ4uamYIslUoIh8P2nlifOBZYcCigqe2P0oY9GqciaNqu96G9uRGAmWp0Znp5JsIwDILBIPx+PzKZzKRK8k0nEZ/PB0EQOrDKvUiS5JjhwTMVKmiTpFtEDQAKhQISiYS1eW5HtFbfS7sWAKC99TKMQvv6g3iOG9ctfyyMWhXq88OpxtPOo6lGB2FGZQAwNDTUlJepoigdLxKhYuYMqKA1QTeJmukuUi6X7YvWDj0KWPyJepT2SvuiNJ7np9R/pm54DkYuDYSiIFdc3/qFUZqmMSrLZrNIp9NTcv0ol8uoVCodKRKhYuYcqKA1STeJGmBvtDZiL+3tV2DkM205zlT6z/TdH0Db8hKA4VSjm6Ya7WY6UdloZLPZtheJUDFzFlTQpkC3idq+0Vonm7HJIUcChxwJ6BrUV15syzGatbwylBqUPz1WX99p54Icfkxb1kWZHCzLIhQKTTsqG412Fon4fD4qZg6DCtoUaRQ1J/R/TYZCoWBVQsZisY7111lR2juboecmHszYDGZDeTPO6ntTjRGQKz7f0vVQJg8hBD6fD319fVBVFfF4vOVz/9pVJCLLMq1mdCBU0KaBKWrBYLBrZhxpmoZUKoV0Og1JkhCJRNqehiSLPwEcfgyg69BeXtPS5262XF/f/QG0NzYAAJi/o6lGuxBFEX19fRAEAUNDQ8jlck0X9UwWRVGQy+VaViQSCAQc6yA006GCNk1MUfP7/V11x1atVhGPx1GtVq00ZDvH0lhR2ruvQc8mW/a8fBPpRkOpQTGrGpedA/KJY1u2Dsrk4DjOer/lcjkkk8lpObxMllKphEqlMi3TcUJIV2VkZiJU0FqIz+dDIBCwexlNkc/nMTQ0BIZh0NfXB5/P15b9NbLg0LqDiKFD3bSmZc/LNeGwr770JxjZFBCkqcZOw7IsAoGA1SAdj8enPFl8qph9bFM5R00zZGpn5WyooLUYt9vtGD+5yaJpGtLpNFKpFARBQF9fX1tSqOa8NH3r69DTiWk/HyEELMtO6g5f3/M3aK+bqcavgni6I0Xc7RBCIMuyVb0Yj8fbml6ciFQqBZfL1dT+sWm7RY2GnQ8VtBZDCIHL5XLk5OuJqNVqSCaTyGQy8Hg86Ovra2l6hcxfDBx1AmAYUF9ePe3nswyJJ7g41qsafwvAAPnkcpAjjp/2sSnjQwiBJEmIxWLgOA6JRAKZTKap4p12oOu65Xs6mSIRc5oFHQHTHVBBawONI+GdNM5ispi+kPl8Hj6fD9FotGXCZu6l6du2QE/Fp/VckzUkrqcak0AgDHLVF6Z1TMr4mGOX+vr6IIoiUqkUUqlUR/bJJkutVrOKRMbbNxYEgQ7n7DKooLUJMx0WjUa7oldtNMrlMuLxOIrFolVePd1SfzJvQX2ytWFA3TS9KG0ygqbv+bAh1fg1EA+tTmsHZgl+LBaD2+1GJpNBIpFArVaze2mjYhaJhEKhUb/v9XqtLAsVs+6BClobMU+GUCjUNWX9o1EqlRCPx5HP5+H1ehGLxeD1eqd8olt7advfgp4cnNqiCAHHcePe+RuqAuX5x1BPNZ4FciRNNbYahmEgyzJisRh4nkcqlbKGbjqdsYpEGifBUzHrLqigtRnzpDBPkm6mXC5jaGgImUwGbrcbsVgMPp+v6XJ/Mmc+cNypAAyom16Y0lo4joOu6+M6Sqgv/QlGJgkEQiBXfXFKx6GMDsdx8Pv9iMViYFkWyWQSqVTKsRHZWDQWiTAMg0gk4tiBvpSJ4exewEzC4/FYd7Gtsvaxg2q1imq1CkEQrI3/SqWCYrE46Qsas/Ia6K9tgL7jbeiJATCR/qbWMFH/mf7xR9Be+0v9WJ/7Kk01tghRFOH1eiEIAkqlEoaGhhy1P9YsZpFIKBSybs5oVNa90AitgzQWi5iWTd1MrVZDKpVCPB6HpmkIhUKIRqOTmtZLZs8DWbIUAKBubD5KG89h31CVYa9GA+SUT4EcdULTz0/ZC8Mw1o2LLMuoVqsYGBhANpvtajEzMUWMiln3QwWtw5gnjnnh7wU0TUMul8Pg4CCKxSI8Hg9isRj8fv+4pdHkoqsBQqC//w70+J6mjjmew7668XkYmQTgD4F8+ktNPS9lL6IoIhgMIhaLQRAEZDIZxONxFAoF2/rIWo0sy1ZhCBWz7ocKmg2YJ04gEEAwGOyZE8kwDJRKJSQSCSSTdXurUChkOZDsG5WSA+aAnHgaADS1l2a2QowWHegDO6G99mcAAPO5m0C8NNXYDIIgwO/3o7+/H7IsW6bBqVSqKwo9JovZLG0Wa/XKOTjT6f68V5dinkDmDKh0Ot2Uya7TMacGZ7NZiKIIt9tt2R6Vy2WUy2Xoug5y4dUwNq2D/sFfoQ/uAhM7cMLnthqq98FKNRoGyMlnghx9YjteWs/BcRzcbjfcbjcYhkG5XO7KAo/JIooiAoEArWLsQaig2YzZrxaJRJDL5VAsFu1eUsupVCqoVCoghEAURXg8HsiyjFqthqokIX/KmdD/8jzUjS9AWPl3Ez7fWA776sYXYKSHAH8Q5GqaahwPnuchiiJEUQTHcahUKshmsz0VhY2G3++H1+uFYRhUzHoQKmgOoNGx39yr6JU9ikYMw7CiM4ZhrAtq3/VfxcBLa6B/uA1kaA+M6Kxxn4fnOBT2mZtVTzWuBzBc1ejtnskHncC0ZHO5XBBFEYQQVCoV5PN5VKvVnny/NcJxHILBoJX2pmLWm9A9NIfROCeql9F1HaVSqd6Iy/Dgli6vf/3l1QiHw5B8PoiiuF+PmxnRNlY4jkw1nkFTjcPwPA+v14tQKGTtiRmGgXQ6jYGBAWQyGVQqlZ4XM4/HY1UWUyHrbWiE5jDMKshIJIJisWirM3mnMAwDxnmXA+v/hOp77yL1zhsQD1oEl8sFSZKg6zpqigJVUWAYBlRNG2FIrG5aXU81ygGQq79s4yuxF57nIQgCXC6XdUNk9gzmcrmeKLFvBnNkjcvloinGGQIVNAdinngejweiKCKdTvfsBr0JifaDLF0OY+0zqP7lWRixA615WRzPg+c4uFwu8DwPwzDg8/mgqiqquz6A9uo6AGZV48xINbIsC57nLREzp47PZAFrxNynNc+lTorZli1bsHDhwp5py+kmaMrRwTRGa6a3XC9DVlwFsBz0Xe9D2/W+9XV1uDIym81aVZKKqoIBUHvuN4BhwH36uQh/agUkSbIKHXoBsxnf7XZDlmWEw2H09/ejr68PkiRZVYmJRAIDAwNIp9MoFoszVsxYlkU4HJ5yFaOqqvjOd76DgYEB62vJZBKf//zkB8I++uijWLNmTVPHpbSG3jjre5jGaM3lciGTyfRstEbCUZBlZ8NY8xTUjS+AmT1/vwsSz/PI5/PQdR3KhuegDQ0AvgCMq76IarVqXfzN+VWapkFVVeuhaZr1cEoql2EYMAwDjuPAsiw4jrMeLMtC13WoqmqJeS6X66kWj1bRiqhs27ZtSKfT1kBSANbfYjT+4R/+AaqqgmVZaJoGhmFQLBbx+OOPY/XqvdMkFEXBnDlz8M1vfrPpNVEmDxW0LqGxvL+X99bI+VfCWP8cjD1/g77rfbBzFljfazQk1gd3Q9s8nGr87N9DEUQo+7Q8mCJhPszIzRQQwzCgaRp0XbdETtd1GIZhfTQfjZ+bjLYvY0YFpo3Svv9mWRYMw4BlWevfhBBrDabwlkol69+9+HduJa3cK1u7di1OPvlkaJo2ph2WYRhQVRU8z+NHP/oRgHpryh133IFly5ZhxYoVAIDdu3djzZo1uOqqq6yUMKW9EIOeLV2HeWHN5XIolUp2L6fl6I/8DMYLfwA5YC6Ey7+8twnd7QbPcchl0qj98icwUnGQE5aB+cq3mz7GvuLS+HFfEdr38/GYSAwbBbRRSCnNY07FliTJ+nw6lEol3HjjjfjSl76EN998E2+99RYAWK43LMsiFArBMAyEw2H84Ac/AAB8/PHHuOuuuxAKhXDWWWehVqtZjjlPPfUU+vv7ccstt2DevHnTWh9lYmiE1oU0Wmd5PB5rb6lXIOdfDmPdszA+/gj6zh1g5y4CUO8/U1W1XtWYigM+P8g1N0zpGOZd9rTWSQiNnmxCFEX4/f6WGgo//fTTqAz3N371q18FALz99tt48MEHkcvlwPM8/v3f/90SUJNgMIijjjoKwWAQ5XLZapVYtGgRli9fjg8++AB79uyhgtYBqKB1KeZJzPM8IpEISqVSz6QhSSAMcvr5MP70ONSXngczZ6FVHFH4cMeIVCPxybatsxf+r7sNlmXh9/shimJLS/ETiQSefPJJHHLIISO+vn79ehx77LFYu3YtjjnmGKxdu9ZKKZqIooidO3di06ZNYz7/3Xff3ZJ1UsaHClqX01g04na7eyYNSc6/DMaLT8EY3AX9w23gDz4MRNdRefpRwNBBTlgGctypdi+T0iH2TS+aX2sVmqbhyiuvxHvvvWd9bc+ePdiwYQN++MMfYu3atbj44otx++2349RTT91vynU2m8U//uM/Yu7cufs97zXXXGMZalPaCxW0HqExDen1epHL5bral4/IQZAzL4Dx7G+hbnwB7sVHIrPmDzCSg8Opxq/YvURKh/B4PG0fvhmLxXDeeefhxz/+MYD6ftrdd9+Nyy67DD5fvbexv78fF1xwAVatWoXbb78dsrw3O8CyLO65554xiz+anepOmRpU0HoI82TnOA7hcNhqsO3W/TVy3nCUFt8NddMLKK1/FgDAXHsjiM9v8+oo7UYURciyDI7jOur0MTg4iO9///uIxWI455xzRpw/F154IQYGBnDbbbfhX//1XzFr1l7f0RtvvHHE50Dd4u0rX6E3X52CCloPYp74giAgGo2iXC4jn893XbMt8flBPnUBjKf+F6V1T9e/dvwnQY7/pM0ro7QTQRAgyzIEQbD2KTtpKsBxHI4++mh86lOfwi233AKWZZHP53HzzTeDYRjcf//92LJly37idf/99/dMQ3+3Qv/3e5jGmWuiKKJUKllNyd0COedSGC/8EaiWAUkG+czUqhopzofneciybPWTAZ13xTdL8i+99FIAwM9+9jNks1ncdttt+I//+A/r54466qj9fu+73/3ufntohUIBX/jCF3re5ccp0MTuDMDsn/J4PIjFYpBluWty+kSSwV/+d4DgAnPd10DkgN1LorQYnucRDAYRjUYtU2W7BGC0CMtscB+P0b7/0Ucf4aabbsIhhxzSNedbt0Mbq2cg5p/cTEU6vbHXLAjIZrN2L4XSQgRBgM/n62k3/HQ6jWAwaPcyZgxU0GYw5p++UqmgUCg4tngkHA6jXC73RDsCBXC5XPD5fNYeWS8KGcUe6B7aDKZxj83tdqNarSKfzzvO/JjneRqd9QButxuSJFkjgAA6OZrSWqigUUZURUYiEdRqNRSLRWsemZ2YexrdVqFJqWPu3UqSBJZlqZBR2gpNOVL2w0wD6bqOYrGIYrFoW2WkOeQ0lUrZcnzK1OA4Dl6vd8SQSypilHZDBY0yLo37bKVSqePuI4FAAKqqolAodPS4lKnhdrvh9Xrp/hjFFmjKkTIu++6zaZpmpSM7UR0pCIIjUp+UseE4Dh6PBx6Px5ozB9CIjNJ5qKBRJoV5cWIYBj6fD7Iso1qtolwuo1wut8V53pxR5rQiFUrdu9DtdsPtdltFHtOZFE2htAIqaJSmaLxYCYIAQRDg9/tRqVRQLpeteVKtQBAEOrHZQRBCLBFrdPMwv0eh2A0VNMqUabyImSlJXdctYZvufpsgCDQ6sxlCCFwuF9xuN0RR3O97FIqToIJGaQmNKUmPxwOv1wtd11GtVlGpVFCpVJqOtARBQLFYbMdyKePAsqzl/ykIgjWZmwoYxelQQaO0nEZxMyM3wzBQq9UscZtMQQnP8zRC6xA8z1siNlrjMxUzSjdABY3SVhoviI17bqqqolqtolqtolar7dfnJggCdF13vM9kt8KyLARBgMvlgsvlGtH0DFABo3QnVNAoHaPxIslxHFiWhdfrBQAoimKJW61Wo/tnLWY8AaNRGKVXoI3VFMfQuE+j6zoURUGpVIKiKNT6qkl4ngfP85aIUdspykyAChrFsTQKnGEYUBQFiqKgVqtRkRuGEAKO4yzx4nkeHMdZhRzmz1AoMwEqaJSuovEibYqcOYDRfGia1nO9a6ZwNT54ngfLslS8KJRhqKBRup7RLuaapo0QOPNhFpo47W3PMIzljGJ+bBSvxonHVLwolNGhgkbpaca6+BuGYYmbKXS6rsMwDOt75r8bP5/MczMMA0KI9Wj83Py3KVqmgI22vtGem0KhjA0VNMqMZ7RToNVC0oljUCgzHSpoFAqFQukJmIl/hEKhUCgU50MFjUKhUCg9ARU0CoVCofQEVNAoFAqF0hNQQaNQKBRKT0AFjeJ4WjkFm0Kh9C5U0ChtY3BwEIlEwvr87rvvxkMPPTTh7/3bv/0bnn32WevzRx55BPfdd187lkihUHoIKmiUtvHUU0/hzjvvtJqKTQPdsdi8eTN2794Nr9dr/VytVsP69etx4YUXdmTNFAqle6Hz0ChtQdd1bNy4EZ/73OegKAqAvXZT5pwz027K4/EAAB566CF8+ctftsx2VVXF008/DYZhcMcdd0CSJORyOciyjGQyiYceemhcgaRQKDML6hRCaQvr1q3Dj3/8Y/A8b33NHPfCcfX7KF3XEYvFcM8990DTNFx//fWQZRm5XA4cx+HQQw/Ftm3bsGrVKqxatQr//M//jDvuuAM33HAD7rrrrkmlLykUysyBRmiUllMoFPDwww/ji1/8Is4++2zr6w888AD6+/tx1VVX7fc7W7duxdy5c7Fq1Srcd999OOaYY8CyLObPnw+WZVGpVBCJRJBOpyGKInw+XydfEoVC6QKooFFaTi6Xw7nnnoszzzwTtVpt1LSgOcvM/F6hUMDpp58+4meWLVsGAHj44YexdOlSxONxuN1ucBwHURTb/0IoFEpXQQWN0nJmzZqFSy65BNu2bcP3vvc9K+2oqioIIXj88cet0S3mPtiJJ55o/b6qqnjllVfw6quv4qqrrsJzzz2HO++8E6+//joWLVqEUqkEl8tl18ujUCgOhQoapW0sWrQIv/rVr6wxKfumHHVdtwZXbtmyBU8++SQ+/PBDlMtlLFmyBCeddBJWrVqFSy+9FJFIBKtXr8by5ctRLpepoFEolP2gZfuUtmEOtRyLxinMBx54IE488UTcd999OPbYY3HkkUfiuOOOw7XXXouVK1diw4YNKBQKWLZsGcrlMq1upFAo+0EFjeIIQqEQzjrrrBF7YxzHYenSpdi+fTsefPBB3HzzzeA4DsViEW6328bVUigUJ0JTjpS2UK1WwfP8iChsNHRdh6qqIyKuWq0GTdNQLBbxxBNP4JlnnsHXv/511Go1rFmzBuvWrcPRRx/d7pdAoVC6DCpolLbwta99Daqq7idob7zxBp555hnrc1VVsXDhQtx+++3W1yqVChRFgcvlAsdxWLVqFWbNmoXXX38dr7zyCpYuXYpzzjmnY6+FQqF0B7SxmkKhUCg9Ad1Do1AoFEpPQAWNQqFQKD0BFTQKhUKh9ARU0CgUCoXSE1BBo1AoFEpPQAWNQqFQKD0BFTQKhUKh9ARU0CgUCoXSE1BBo1AoFEpPQAWNQqFQKD3B/w/i74EV+6P8rQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 84
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 计算正弦值\n",
   "id": "bf45422468092846"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T10:45:14.782061Z",
     "start_time": "2025-09-08T10:45:14.776432Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 角度\n",
    "angle = 30\n",
    "\n",
    "# 将角度转换成弧度\n",
    "radian =  angle * (np.pi / 180)\n",
    "# 计算正弦值\n",
    "sin30 = np.sin(radian)\n",
    "print(sin30)"
   ],
   "id": "fa6c5598585b587f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.49999999999999994\n"
     ]
    }
   ],
   "execution_count": 89
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 画正弦曲线\n",
   "id": "d282cdf6b1efa2b9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T10:58:52.360259Z",
     "start_time": "2025-09-08T10:58:52.269952Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 使用 np.arange 生成从 0.0 到 2.0（不包括 2.0），步长为 0.01 的数组。\n",
    "x = np.arange(0.0,2,0.01) # 假设x全部是角度\n",
    "# 即sinA = 对边/斜边‌\n",
    "# y1 是 x 的正弦函数，频率为 2π。\n",
    "y1 = np.sin(2 * np.pi* x)\n",
    "y2 = np.sin(4* np.pi * x)\n",
    "\n",
    "\n",
    "plt.plot(x,y1,color='blue')\n",
    "plt.plot(x,y2,color='red')\n",
    "\n",
    "# 填充\n",
    "plt.fill_between(x,y1,y2,color='red',alpha=0.5,where=y1<y2)\n",
    "plt.fill_between(x,y1,y2,color='blue',alpha=0.5,where=y1>y2)\n",
    "\n",
    "plt.show()"
   ],
   "id": "5d52761736c1450a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 98
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
